In [1]:
%config IPCompleter.greedy=True
%load_ext autoreload
%autoreload 2
from IPython.core.interactiveshell import InteractiveShell
InteractiveShell.ast_node_interactivity = "all"
from IPython import display
from IPython.utils import io
SHOW_GIFS = False
REPEATS=40
POP_SIZE=100
GENERATIONS=200
In [2]:
import os
import functools
import numpy as np
import matplotlib.pylab as plt
import cocoex
from PIL import Image

import functions as fn
import execution as exe
import plotting as plot
import inspect
import strategies
import utils
In [3]:
if not os.path.exists("gifs"):
    os.mkdir("gifs")
In [4]:
strategy = [
    strategies.random_walk,
    functools.partial(strategies.numeric_gradient_descent, gradient_step=1e-6, computation_step=0.01),
    functools.partial(strategies.RandomVelocity.execute, w=1/(2*np.log(2))),
    strategies.differential_evolution,
    strategies.FollowBest.execute,    
    strategies.RingTopology.execute,
    strategies.RandomTopology.execute,
    strategies.NearestTopology.execute,
    strategies.Standard2006.execute,
    strategies.Standard2011.execute,
]
initialization = [
    np.random.uniform,
    np.random.uniform,
    strategies.RandomVelocity.init,
    np.random.uniform,
    strategies.FollowBest.init,
    strategies.RingTopology.init,
    strategies.RandomTopology.init,
    strategies.NearestTopology.init,
    strategies.Standard2006.init,
    strategies.Standard2011.init,
]
names = [
    "Random walks",
    "Gradient descent",
    "Random velocities",
    "Differential evolution",
    "Follow best",
    "Ring topology",
    "Random topology",
    "Nearest topology",
    "Standard 2006",
    "Standard 2011",
    "FST-POS",
]
colors = [  #http://flinklabs.com/labs/colors/
    "#1f77b4",
    "#ff7f0e",
    "#2ca02c",
    "#d62728",
    "#9467bd",
    "#8c564b",
    "#e377c2",
    "#7f7f7f",
    "#bcbd22",
    "#17becf",
    "#c5b0d5",
    "#c49c94",
    "#f7b6d2",
    "#c7c7c7",
    "#dbdb8d",
    "#9edae5"
]
In [5]:
gif_counter = 0
with fn.get_suite_wrapper() as suite:
    for function_id in suite.ids():  # type: cocoex.Problem
        
        function = suite.get_problem(function_id)
        print(f"\n\n\n\n\nRunning for function f{function.id_function:02} {function.dimension}D", flush=True)
        if function.dimension == 2:
            plot.plot_function_3d(function)
            
        values = []
        for algorithm, init, name in zip(strategy, initialization, names):
            suite.reset(); function = suite.get_problem(function_id)

            populations, evaluations = exe.execute_multiple(
                function,
                algorithm,
                initialization=init,
                generations=GENERATIONS,
                population_size=POP_SIZE,
                repeats = REPEATS,
                show_progress=True
            )
            values.append(evaluations)
            
            if SHOW_GIFS and function.dimension == 2:
                gif = plot.animate_movement(function, populations[0], show_progress=True)
                with open(os.path.join("gifs", f"{gif_counter}.gif"), "wb") as f:
                    f.write(gif);
  
            print(f"Algorithm {name}", flush=True)
            print(('Found' if function.final_target_hit else 'Not found') + " best solution", flush=True)
            print(f"Best evaluation: {function.best_observed_fvalue1}", flush=True)

            if SHOW_GIFS and function.dimension == 2:
                display.Markdown(f"![img](gifs/{gif_counter}.gif)")
                gif_counter = gif_counter+1
                
                
        suite.reset(); function = suite.get_problem(function_id)
        with io.capture_output() as captured:
            populations, evaluations = exe.fstpso_multiple(function, REPEATS, POP_SIZE, GENERATIONS, True)
        values.append(evaluations)
        if SHOW_GIFS and function.dimension == 2:
            gif = plot.animate_movement(function, populations[0], show_progress=True)
            with open(os.path.join("gifs", f"{gif_counter}.gif"), "wb") as f:
                f.write(gif);
        print(f"Algorithm FST-PSO", flush=True)
        print(('Found' if function.final_target_hit else 'Not found') + " best solution", flush=True)
        print(f"Best evaluation: {function.best_observed_fvalue1}", flush=True)
        if SHOW_GIFS and function.dimension == 2:
            display.Markdown(f"![img](gifs/{gif_counter}.gif)")
            gif_counter = gif_counter+1

            
        values = np.stack(values)
        values = values - values.min()
        plt.figure(figsize=(18,12))
        plt.title(function.name)
        for val, name, color in zip(values, names, colors):
            plot.plot_aggregated(val, plot.popfn_median(), plot.aggfn_median(), label=name, c=color)
            plot.plot_aggregated(val, plot.popfn_min(), plot.aggfn_median(), linestyle='--', c=color)
        plt.yscale('log')
        plt.legend()
        plt.show()




Running for function f01 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 394.480029327568
100% (40 of 40) |########################| Elapsed Time: 0:00:37 Time:  0:00:37
Algorithm Gradient descent
Not found best solution
Best evaluation: 394.4800022145212
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 394.48004694765854
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Found best solution
Best evaluation: 394.48
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Found best solution
Best evaluation: 394.4800000010825
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 394.4800198839327
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 394.4800002168218
100% (40 of 40) |########################| Elapsed Time: 0:00:32 Time:  0:00:32
Algorithm Nearest topology
Not found best solution
Best evaluation: 394.48000008615514
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Found best solution
Best evaluation: 394.48
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2011
Found best solution
Best evaluation: 394.48
100% (40 of 40) |########################| Elapsed Time: 0:06:20 Time:  0:06:20
Algorithm FST-PSO
Found best solution
Best evaluation: 394.4800000000323
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f1 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x218143adb88>




Running for function f02 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: -92.0665910971211
100% (40 of 40) |########################| Elapsed Time: 0:00:36 Time:  0:00:36
Algorithm Gradient descent
Not found best solution
Best evaluation: -87.36755637519195
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: -92.08292324640064
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Found best solution
Best evaluation: -92.09
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: -92.0897728757138
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: -92.08688811936169
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: -92.08878380327286
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: -92.08609172744546
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Found best solution
Best evaluation: -92.09
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2011
Not found best solution
Best evaluation: -92.08999407914163
100% (40 of 40) |########################| Elapsed Time: 0:06:19 Time:  0:06:19
Algorithm FST-PSO
Not found best solution
Best evaluation: -92.08999875348613
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f2 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x21815bc6608>




Running for function f03 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 77.71330245856511
100% (40 of 40) |########################| Elapsed Time: 0:00:40 Time:  0:00:40
Algorithm Gradient descent
Not found best solution
Best evaluation: 77.66039596972591
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 77.66149607729089
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Found best solution
Best evaluation: 77.66000000000001
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 77.66001241568036
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 77.66553009811382
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 77.66681777177722
100% (40 of 40) |########################| Elapsed Time: 0:00:32 Time:  0:00:32
Algorithm Nearest topology
Not found best solution
Best evaluation: 77.66071708080275
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2006
Found best solution
Best evaluation: 77.66
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Found best solution
Best evaluation: 77.66
100% (40 of 40) |########################| Elapsed Time: 0:06:39 Time:  0:06:39
Algorithm FST-PSO
Found best solution
Best evaluation: 77.66000000439635
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f3 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x2181425d808>




Running for function f04 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 77.67312477038347
100% (40 of 40) |########################| Elapsed Time: 0:00:39 Time:  0:00:39
Algorithm Gradient descent
Not found best solution
Best evaluation: 79.96351684831578
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 77.80147962826125
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Found best solution
Best evaluation: 77.66000000000014
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 77.6600361927959
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 77.68528698090928
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 77.66200849809903
100% (40 of 40) |########################| Elapsed Time: 0:00:37 Time:  0:00:37
Algorithm Nearest topology
Not found best solution
Best evaluation: 77.6675225197437
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: 77.66
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Found best solution
Best evaluation: 77.66000000000003
100% (40 of 40) |########################| Elapsed Time: 0:07:00 Time:  0:07:00
Algorithm FST-PSO
Not found best solution
Best evaluation: 77.66000011445351
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f4 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x21814154c88>




Running for function f05 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:34 Time:  0:00:34
Algorithm Gradient descent
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2011
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:06:35 Time:  0:06:35
Algorithm FST-PSO
Not found best solution
Best evaluation: 655.9901851419755
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f5 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x21808fcca88>




Running for function f06 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 31.370226806596115
100% (40 of 40) |########################| Elapsed Time: 0:00:36 Time:  0:00:36
Algorithm Gradient descent
Not found best solution
Best evaluation: 31.370000058172828
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 31.370058842654384
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Found best solution
Best evaluation: 31.37
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 31.370003322721058
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: 31.371307809780347
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 31.370126810086813
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: 31.370028538460833
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: 31.37
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Found best solution
Best evaluation: 31.37
100% (40 of 40) |########################| Elapsed Time: 0:06:30 Time:  0:06:30
Algorithm FST-PSO
Not found best solution
Best evaluation: 31.370000032688527
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f6 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x218143f9948>




Running for function f07 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 35.35000001544868
100% (40 of 40) |########################| Elapsed Time: 0:00:35 Time:  0:00:35
Algorithm Gradient descent
Not found best solution
Best evaluation: 35.365344379696765
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Found best solution
Best evaluation: 35.350000005326464
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Found best solution
Best evaluation: 35.35
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Found best solution
Best evaluation: 35.35000000002395
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Found best solution
Best evaluation: 35.350000000613285
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Found best solution
Best evaluation: 35.35000000009601
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Found best solution
Best evaluation: 35.350000000124034
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Found best solution
Best evaluation: 35.35
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2011
Found best solution
Best evaluation: 35.35
100% (40 of 40) |########################| Elapsed Time: 0:06:33 Time:  0:06:33
Algorithm FST-PSO
Found best solution
Best evaluation: 35.350000000000016
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f7 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x21815a82f88>




Running for function f08 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: -999.9999858698252
100% (40 of 40) |########################| Elapsed Time: 0:00:36 Time:  0:00:36
Algorithm Gradient descent
Not found best solution
Best evaluation: -999.9645049145169
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: -999.9992445555866
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: -999.9999997391287
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: -999.9999998898577
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: -999.9990525200811
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: -999.9996589481265
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: -999.9999959621149
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Found best solution
Best evaluation: -999.9999999999999
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2011
Found best solution
Best evaluation: -999.9999999999951
100% (40 of 40) |########################| Elapsed Time: 0:06:31 Time:  0:06:31
Algorithm FST-PSO
Found best solution
Best evaluation: -999.9999999992895
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f8 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x2181453d448>




Running for function f09 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 47.51021204828721
100% (40 of 40) |########################| Elapsed Time: 0:00:34 Time:  0:00:34
Algorithm Gradient descent
Not found best solution
Best evaluation: 47.59248098174296
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 47.51025737470952
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 47.5100013869625
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: 47.51000040751995
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: 47.510747327555286
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 47.5101423758744
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: 47.510003491177066
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Found best solution
Best evaluation: 47.510000000001355
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Found best solution
Best evaluation: 47.51000000000396
100% (40 of 40) |########################| Elapsed Time: 0:06:24 Time:  0:06:24
Algorithm FST-PSO
Found best solution
Best evaluation: 47.51000000076776
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f9 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x21815e3f388>




Running for function f10 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 59.13419315637901
100% (40 of 40) |########################| Elapsed Time: 0:00:37 Time:  0:00:37
Algorithm Gradient descent
Not found best solution
Best evaluation: 81.48717737988122
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 59.1355975632748
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 59.13019533250346
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: 59.130011204432456
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 59.13958772994179
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 59.132946755095425
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: 59.13425286066212
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: 59.13025455047792
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: 59.13002139469945
100% (40 of 40) |########################| Elapsed Time: 0:06:28 Time:  0:06:28
Algorithm FST-PSO
Not found best solution
Best evaluation: 59.130002042342575
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f10 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x21815e22388>




Running for function f11 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: -22.47149653242507
100% (40 of 40) |########################| Elapsed Time: 0:00:36 Time:  0:00:36
Algorithm Gradient descent
Not found best solution
Best evaluation: -17.52393395328149
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: -22.516710917183342
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: -22.549978419214646
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: -22.549702719527108
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: -22.539034088385154
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: -22.54818604447311
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: -22.545817474528405
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: -22.549631697242457
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: -22.549968229023204
100% (40 of 40) |########################| Elapsed Time: 0:06:29 Time:  0:06:29
Algorithm FST-PSO
Not found best solution
Best evaluation: -22.549997577080198
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f11 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x21815a70e48>




Running for function f12 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: -254.80886652487482
100% (40 of 40) |########################| Elapsed Time: 0:00:37 Time:  0:00:37
Algorithm Gradient descent
Not found best solution
Best evaluation: 231.9472101033474
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: -254.71008323646151
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Found best solution
Best evaluation: -254.82
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: -254.81976074223337
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: -254.81781709879328
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: -254.81982124223168
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: -254.81976279229045
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: -254.82
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: -254.81999684120436
100% (40 of 40) |########################| Elapsed Time: 0:06:31 Time:  0:06:31
Algorithm FST-PSO
Not found best solution
Best evaluation: -254.81999977544947
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f12 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x218145e59c8>




Running for function f13 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: -51.66026564205365
100% (40 of 40) |########################| Elapsed Time: 0:00:36 Time:  0:00:36
Algorithm Gradient descent
Not found best solution
Best evaluation: -50.02210620794567
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: -51.618252536252356
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: -51.70692213761738
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: -51.709955787426175
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: -51.696276972716014
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: -51.70394577988548
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: -51.70217319172761
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Not found best solution
Best evaluation: -51.70999033685417
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2011
Not found best solution
Best evaluation: -51.70994208068351
100% (40 of 40) |########################| Elapsed Time: 0:06:27 Time:  0:06:27
Algorithm FST-PSO
Not found best solution
Best evaluation: -51.7099865845642
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f13 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x21815b218c8>




Running for function f14 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: -179.53999215663322
100% (40 of 40) |########################| Elapsed Time: 0:00:35 Time:  0:00:35
Algorithm Gradient descent
Not found best solution
Best evaluation: -179.53971939025072
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: -179.539755754277
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: -179.53999984240335
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: -179.53999692805476
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: -179.53959851203612
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: -179.53998724714293
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: -179.5399968560036
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Not found best solution
Best evaluation: -179.53999998775714
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2011
Found best solution
Best evaluation: -179.5399999993939
100% (40 of 40) |########################| Elapsed Time: 0:06:28 Time:  0:06:28
Algorithm FST-PSO
Not found best solution
Best evaluation: -179.53999996921522
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f14 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x2181573a748>




Running for function f15 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 70.08608336358382
100% (40 of 40) |########################| Elapsed Time: 0:00:39 Time:  0:00:39
Algorithm Gradient descent
Not found best solution
Best evaluation: 70.0357783071816
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 70.06113345479008
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Found best solution
Best evaluation: 70.03
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 70.03001422288746
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 70.04908928473931
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 70.03072201874718
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: 70.03106325009793
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: 70.03
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Found best solution
Best evaluation: 70.03
100% (40 of 40) |########################| Elapsed Time: 0:06:28 Time:  0:06:28
Algorithm FST-PSO
Not found best solution
Best evaluation: 70.03000001205731
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f15 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x21815a991c8>




Running for function f16 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: -355.2198678228332
100% (40 of 40) |########################| Elapsed Time: 0:00:39 Time:  0:00:39
Algorithm Gradient descent
Not found best solution
Best evaluation: -355.1439595956937
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: -355.2198826221533
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: -355.219999966808
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: -355.2199914385462
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: -355.2199173392212
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: -355.2189874448939
100% (40 of 40) |########################| Elapsed Time: 0:00:32 Time:  0:00:32
Algorithm Nearest topology
Not found best solution
Best evaluation: -355.219974518316
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: -355.22
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Found best solution
Best evaluation: -355.22
100% (40 of 40) |########################| Elapsed Time: 0:06:29 Time:  0:06:29
Algorithm FST-PSO
Found best solution
Best evaluation: -355.219999999799
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f16 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x21815a38608>




Running for function f17 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 18.836330412878084
100% (40 of 40) |########################| Elapsed Time: 0:00:39 Time:  0:00:39
Algorithm Gradient descent
Not found best solution
Best evaluation: 18.813099814914622
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 18.829055994502696
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: 18.810028777666126
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 18.81028234515134
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 18.827559478503627
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 18.824307813329142
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: 18.8109967247884
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: 18.810000000005186
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Found best solution
Best evaluation: 18.81000000010243
100% (40 of 40) |########################| Elapsed Time: 0:06:32 Time:  0:06:32
Algorithm FST-PSO
Not found best solution
Best evaluation: 18.81003230729518
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f17 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x21815d5c588>




Running for function f18 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 18.892312886145046
100% (40 of 40) |########################| Elapsed Time: 0:00:38 Time:  0:00:38
Algorithm Gradient descent
Not found best solution
Best evaluation: 19.187129726365868
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 18.82671760108712
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: 18.810998304622764
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 18.813271028951476
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 18.87867964265965
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 18.83016617018982
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: 18.817581888658083
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: 18.81000000042139
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: 18.810001548169435
100% (40 of 40) |########################| Elapsed Time: 0:06:31 Time:  0:06:31
Algorithm FST-PSO
Not found best solution
Best evaluation: 18.81022964664139
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f18 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x21815bdd6c8>




Running for function f19 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 71.69000600399903
100% (40 of 40) |########################| Elapsed Time: 0:00:35 Time:  0:00:35
Algorithm Gradient descent
Not found best solution
Best evaluation: 71.69269965805549
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 71.69000111035115
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 71.69598435661723
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Found best solution
Best evaluation: 71.69000000281575
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: 71.69001164244848
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 71.69000161792297
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: 71.6900003491603
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Found best solution
Best evaluation: 71.69000000000007
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2011
Found best solution
Best evaluation: 71.69000000000011
100% (40 of 40) |########################| Elapsed Time: 0:06:22 Time:  0:06:22
Algorithm FST-PSO
Found best solution
Best evaluation: 71.69000000000784
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f19 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x2181460c0c8>




Running for function f20 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 1000.0061328965162
100% (40 of 40) |########################| Elapsed Time: 0:00:40 Time:  0:00:40
Algorithm Gradient descent
Not found best solution
Best evaluation: 1000.5950620839811
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 1000.0045399101584
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Found best solution
Best evaluation: 1000.0
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 1000.0000066057358
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 1000.0031793266727
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 1000.0005784830109
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: 1000.0000581648355
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: 1000.0
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Found best solution
Best evaluation: 1000.0
100% (40 of 40) |########################| Elapsed Time: 0:06:35 Time:  0:06:35
Algorithm FST-PSO
Not found best solution
Best evaluation: 1000.000000015111
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f20 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x2181452fa48>




Running for function f21 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random walks
Not found best solution
Best evaluation: -1.5999999874811395
100% (40 of 40) |########################| Elapsed Time: 0:00:47 Time:  0:00:47
Algorithm Gradient descent
Not found best solution
Best evaluation: -1.5999995069205457
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random velocities
Found best solution
Best evaluation: -1.599999996057004
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Differential evolution
Found best solution
Best evaluation: -1.6
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Follow best
Found best solution
Best evaluation: -1.5999999999999974
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Ring topology
Not found best solution
Best evaluation: -1.5999998877631552
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random topology
Not found best solution
Best evaluation: -1.5999938297351166
100% (40 of 40) |########################| Elapsed Time: 0:00:34 Time:  0:00:34
Algorithm Nearest topology
Found best solution
Best evaluation: -1.5999999999783237
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2006
Found best solution
Best evaluation: -1.6
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2011
Found best solution
Best evaluation: -1.6
100% (40 of 40) |########################| Elapsed Time: 0:06:47 Time:  0:06:47
Algorithm FST-PSO
Found best solution
Best evaluation: -1.6
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f21 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x21815e72b48>




Running for function f22 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Found best solution
Best evaluation: 1000.0000000041529
100% (40 of 40) |########################| Elapsed Time: 0:00:39 Time:  0:00:39
Algorithm Gradient descent
Not found best solution
Best evaluation: 1000.0000018368139
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 1000.0000000126582
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Found best solution
Best evaluation: 1000.0
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Found best solution
Best evaluation: 1000.0
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 1000.0000003448579
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Found best solution
Best evaluation: 1000.0000000000053
100% (40 of 40) |########################| Elapsed Time: 0:00:32 Time:  0:00:32
Algorithm Nearest topology
Found best solution
Best evaluation: 1000.0000000000219
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: 1000.0
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Found best solution
Best evaluation: 1000.0
100% (40 of 40) |########################| Elapsed Time: 0:06:50 Time:  0:06:50
Algorithm FST-PSO
Found best solution
Best evaluation: 1000.0
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f22 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x21808faab88>




Running for function f23 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random walks
Not found best solution
Best evaluation: 0.07013187437503175
100% (40 of 40) |########################| Elapsed Time: 0:00:52 Time:  0:00:52
Algorithm Gradient descent
Not found best solution
Best evaluation: 0.9965057352117418
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random velocities
Not found best solution
Best evaluation: 0.020616388733684647
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Differential evolution
Not found best solution
Best evaluation: 0.322241160977228
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Follow best
Not found best solution
Best evaluation: 0.07879079824261224
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Ring topology
Not found best solution
Best evaluation: 0.14637967953855524
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random topology
Not found best solution
Best evaluation: 0.09628124270017523
100% (40 of 40) |########################| Elapsed Time: 0:00:35 Time:  0:00:35
Algorithm Nearest topology
Not found best solution
Best evaluation: 0.03859536093355819
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2006
Not found best solution
Best evaluation: 0.015417722795732494
100% (40 of 40) |########################| Elapsed Time: 0:00:14 Time:  0:00:14
Algorithm Standard 2011
Not found best solution
Best evaluation: 0.03191771492551953
100% (40 of 40) |########################| Elapsed Time: 0:06:40 Time:  0:06:40
Algorithm FST-PSO
Not found best solution
Best evaluation: 0.01723039045114893
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f23 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x21815e7ce48>




Running for function f24 2D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 93.43862944227662
100% (40 of 40) |########################| Elapsed Time: 0:00:36 Time:  0:00:36
Algorithm Gradient descent
Not found best solution
Best evaluation: 93.86787969597553
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 93.45753869169758
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 93.5446877392095
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: 93.31710248925319
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: 93.43388406381244
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 93.43782387440669
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: 93.37939989968487
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: 93.30000041461086
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: 93.30000404916579
100% (40 of 40) |########################| Elapsed Time: 0:06:32 Time:  0:06:32
Algorithm FST-PSO
Not found best solution
Best evaluation: 93.30000813916529
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f24 instance 2 in 2D')
Out[5]:
<matplotlib.legend.Legend at 0x21815dac5c8>




Running for function f01 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 394.4819025548195
100% (40 of 40) |########################| Elapsed Time: 0:00:49 Time:  0:00:49
Algorithm Gradient descent
Not found best solution
Best evaluation: 394.4800463275839
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 394.49638932654204
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Found best solution
Best evaluation: 394.48
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: 394.4800068341835
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: 394.48041289971724
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 394.48006597404043
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: 394.48003975609487
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Found best solution
Best evaluation: 394.48
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2011
Found best solution
Best evaluation: 394.48
100% (40 of 40) |########################| Elapsed Time: 0:06:34 Time:  0:06:34
Algorithm FST-PSO
Not found best solution
Best evaluation: 394.4800000109629
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f1 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x2181419b248>




Running for function f02 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: -91.98830988649695
100% (40 of 40) |########################| Elapsed Time: 0:00:57 Time:  0:00:57
Algorithm Gradient descent
Not found best solution
Best evaluation: 138.62884291590723
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: -91.02556364394518
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Found best solution
Best evaluation: -92.09
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: -92.0604604457414
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: -87.90619219405889
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: -91.40387332177002
100% (40 of 40) |########################| Elapsed Time: 0:00:33 Time:  0:00:33
Algorithm Nearest topology
Not found best solution
Best evaluation: -91.70085251470947
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: -92.09
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: -92.08694797163076
100% (40 of 40) |########################| Elapsed Time: 0:06:47 Time:  0:06:47
Algorithm FST-PSO
Not found best solution
Best evaluation: -92.08998719267537
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f2 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x21814623048>




Running for function f03 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 78.66182069958725
100% (40 of 40) |########################| Elapsed Time: 0:00:57 Time:  0:00:57
Algorithm Gradient descent
Not found best solution
Best evaluation: 81.27558484007722
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 78.90223503759002
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Found best solution
Best evaluation: 77.66000000000135
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 77.66610999664498
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 80.10651606464309
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 77.79634359756824
100% (40 of 40) |########################| Elapsed Time: 0:00:33 Time:  0:00:33
Algorithm Nearest topology
Not found best solution
Best evaluation: 77.73784387917917
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2006
Found best solution
Best evaluation: 77.66
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2011
Found best solution
Best evaluation: 77.66000000005198
100% (40 of 40) |########################| Elapsed Time: 0:06:48 Time:  0:06:48
Algorithm FST-PSO
Not found best solution
Best evaluation: 77.66001637760887
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f3 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x21815b07f88>




Running for function f04 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 79.75946213381715
100% (40 of 40) |########################| Elapsed Time: 0:00:57 Time:  0:00:57
Algorithm Gradient descent
Not found best solution
Best evaluation: 83.52259875955116
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 82.89587056728962
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Found best solution
Best evaluation: 77.66000000000065
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 77.6658282863353
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 83.14242687846966
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 78.74559460427712
100% (40 of 40) |########################| Elapsed Time: 0:00:33 Time:  0:00:33
Algorithm Nearest topology
Not found best solution
Best evaluation: 77.92846097333997
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2006
Found best solution
Best evaluation: 77.66000000001435
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2011
Not found best solution
Best evaluation: 77.66000032796308
100% (40 of 40) |########################| Elapsed Time: 0:06:31 Time:  0:06:31
Algorithm FST-PSO
Not found best solution
Best evaluation: 77.66005871336893
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f4 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x218141fab08>




Running for function f05 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:48 Time:  0:00:48
Algorithm Gradient descent
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2011
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:06:32 Time:  0:06:32
Algorithm FST-PSO
Not found best solution
Best evaluation: 655.9905581735927
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f5 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x21815de1488>




Running for function f06 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 31.39274643042458
100% (40 of 40) |########################| Elapsed Time: 0:00:50 Time:  0:00:50
Algorithm Gradient descent
Not found best solution
Best evaluation: 31.370332197915108
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 31.41401631955877
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 31.370000275606852
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: 31.370229568051812
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: 31.51377226117683
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 31.38187035208677
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: 31.37037173739616
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: 31.37000000000001
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Found best solution
Best evaluation: 31.370000000001056
100% (40 of 40) |########################| Elapsed Time: 0:06:22 Time:  0:06:22
Algorithm FST-PSO
Not found best solution
Best evaluation: 31.370001676038207
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f6 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x21815db1408>




Running for function f07 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 35.37190536980782
100% (40 of 40) |########################| Elapsed Time: 0:00:53 Time:  0:00:53
Algorithm Gradient descent
Not found best solution
Best evaluation: 36.867460063002575
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 35.362803856803694
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Found best solution
Best evaluation: 35.350000000000264
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Found best solution
Best evaluation: 35.35000000001365
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 35.35000029155804
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Found best solution
Best evaluation: 35.350000003844194
100% (40 of 40) |########################| Elapsed Time: 0:00:34 Time:  0:00:34
Algorithm Nearest topology
Not found best solution
Best evaluation: 35.35000001908472
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: 35.35
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Found best solution
Best evaluation: 35.35000000000007
100% (40 of 40) |########################| Elapsed Time: 0:06:26 Time:  0:06:26
Algorithm FST-PSO
Found best solution
Best evaluation: 35.350000000000136
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f7 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x21815d90d08>




Running for function f08 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: -999.8977745432788
100% (40 of 40) |########################| Elapsed Time: 0:00:48 Time:  0:00:48
Algorithm Gradient descent
Not found best solution
Best evaluation: -998.8382914791955
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: -999.7177479779805
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: -999.9998807895317
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: -999.9997639696852
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: -999.8368210163864
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: -999.9945420757899
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: -999.9957267973404
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Not found best solution
Best evaluation: -999.9999946243676
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2011
Not found best solution
Best evaluation: -999.9998841933747
100% (40 of 40) |########################| Elapsed Time: 0:06:24 Time:  0:06:24
Algorithm FST-PSO
Not found best solution
Best evaluation: -999.999998340012
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f8 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x2181470f988>




Running for function f09 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 47.88032186333362
100% (40 of 40) |########################| Elapsed Time: 0:00:47 Time:  0:00:47
Algorithm Gradient descent
Not found best solution
Best evaluation: 49.58814649887459
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 47.756751392566905
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 47.51002085176008
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: 47.51022418354362
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: 47.71472233469641
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 47.592752994488855
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: 47.51289856794596
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Not found best solution
Best evaluation: 47.51000115383404
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2011
Not found best solution
Best evaluation: 47.51001146554231
100% (40 of 40) |########################| Elapsed Time: 0:06:24 Time:  0:06:24
Algorithm FST-PSO
Not found best solution
Best evaluation: 47.51000167039025
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f9 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x2181416b648>




Running for function f10 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 62.4264494998088
100% (40 of 40) |########################| Elapsed Time: 0:00:52 Time:  0:00:52
Algorithm Gradient descent
Not found best solution
Best evaluation: 130.3320146385087
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 62.73132788656563
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 59.88033347352844
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: 59.18422341307295
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: 68.12251886003415
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 60.17052833509467
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: 59.407688345457565
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: 59.13449157968506
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: 59.13095987261258
100% (40 of 40) |########################| Elapsed Time: 0:06:24 Time:  0:06:24
Algorithm FST-PSO
Not found best solution
Best evaluation: 59.16268635615736
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f10 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x21815e6df88>




Running for function f11 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: -22.380974882470877
100% (40 of 40) |########################| Elapsed Time: 0:00:53 Time:  0:00:53
Algorithm Gradient descent
Not found best solution
Best evaluation: 8.463318029204242
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: -22.39435084131316
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: -18.36004517719169
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: -22.528505702714213
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: -22.10397331317044
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: -22.543886126336474
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: -22.356065406348826
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: -22.538793941723668
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: -22.50822857878969
100% (40 of 40) |########################| Elapsed Time: 0:06:37 Time:  0:06:37
Algorithm FST-PSO
Not found best solution
Best evaluation: -22.54929057724994
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f11 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x21815e1e7c8>




Running for function f12 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: -197.57335665186272
100% (40 of 40) |########################| Elapsed Time: 0:00:52 Time:  0:00:52
Algorithm Gradient descent
Not found best solution
Best evaluation: 9057.60085913097
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: -252.02466428296313
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: -254.55048660333603
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: -254.80847579525042
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: -203.21855692705932
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: -253.42683444750554
100% (40 of 40) |########################| Elapsed Time: 0:00:29 Time:  0:00:29
Algorithm Nearest topology
Not found best solution
Best evaluation: -253.9007798742736
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Not found best solution
Best evaluation: -254.81921667047482
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2011
Not found best solution
Best evaluation: -254.81783183392812
100% (40 of 40) |########################| Elapsed Time: 0:06:17 Time:  0:06:17
Algorithm FST-PSO
Not found best solution
Best evaluation: -254.81422950156318
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f12 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x218146ece48>




Running for function f13 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: -50.5689474739865
100% (40 of 40) |########################| Elapsed Time: 0:00:51 Time:  0:00:51
Algorithm Gradient descent
Not found best solution
Best evaluation: -49.568287348128955
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: -46.32664202002622
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: -51.709935208570656
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: -51.57680649389412
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Ring topology
Not found best solution
Best evaluation: -49.29862020611181
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: -50.79121402009452
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: -51.34210785463256
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: -51.70923983748398
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: -51.70873062261528
100% (40 of 40) |########################| Elapsed Time: 0:06:45 Time:  0:06:45
Algorithm FST-PSO
Not found best solution
Best evaluation: -51.70333122750215
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f13 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x21808ef1608>




Running for function f14 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: -179.53104617365878
100% (40 of 40) |########################| Elapsed Time: 0:00:52 Time:  0:00:52
Algorithm Gradient descent
Not found best solution
Best evaluation: -179.53796218252324
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: -179.5224829882645
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: -179.5399881298446
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: -179.53997637130135
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: -179.52679889590124
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: -179.53924152895678
100% (40 of 40) |########################| Elapsed Time: 0:00:32 Time:  0:00:32
Algorithm Nearest topology
Not found best solution
Best evaluation: -179.5399125677957
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: -179.53999998213703
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: -179.53999972054174
100% (40 of 40) |########################| Elapsed Time: 0:06:38 Time:  0:06:38
Algorithm FST-PSO
Not found best solution
Best evaluation: -179.53999961421772
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f14 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x218144e1108>




Running for function f15 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 71.20663103662763
100% (40 of 40) |########################| Elapsed Time: 0:00:53 Time:  0:00:53
Algorithm Gradient descent
Not found best solution
Best evaluation: 70.54513319974238
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 72.28167137830883
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 70.94263464826055
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 70.05925480701222
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 70.65722292420025
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 70.2538235290133
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: 70.4430922544467
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2006
Found best solution
Best evaluation: 70.0300000000002
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2011
Found best solution
Best evaluation: 70.03000000006773
100% (40 of 40) |########################| Elapsed Time: 0:06:30 Time:  0:06:30
Algorithm FST-PSO
Not found best solution
Best evaluation: 70.03001275817878
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f15 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x21815d8b4c8>




Running for function f16 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: -355.21063574166783
100% (40 of 40) |########################| Elapsed Time: 0:00:55 Time:  0:00:55
Algorithm Gradient descent
Not found best solution
Best evaluation: -354.7393892676415
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: -355.1510570159489
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: -354.8433309819758
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: -355.2195994907741
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: -355.1472635497169
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: -355.2058575421834
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: -355.2181363232972
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: -355.22
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Found best solution
Best evaluation: -355.2199999997843
100% (40 of 40) |########################| Elapsed Time: 0:06:18 Time:  0:06:18
Algorithm FST-PSO
Not found best solution
Best evaluation: -355.2199993798668
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f16 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x2181c8b7548>




Running for function f17 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 18.8821400536382
100% (40 of 40) |########################| Elapsed Time: 0:00:53 Time:  0:00:53
Algorithm Gradient descent
Not found best solution
Best evaluation: 18.815354090519293
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 18.92533918516421
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 18.810992522331244
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 18.81381013212504
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: 18.962689083125422
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 18.838745149189215
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: 18.816272345223116
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: 18.810000014590422
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: 18.810000208732163
100% (40 of 40) |########################| Elapsed Time: 0:06:17 Time:  0:06:17
Algorithm FST-PSO
Not found best solution
Best evaluation: 18.810059450436995
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f17 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x21808fa6ec8>




Running for function f18 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 19.286324035861394
100% (40 of 40) |########################| Elapsed Time: 0:00:53 Time:  0:00:53
Algorithm Gradient descent
Not found best solution
Best evaluation: 21.18114264630168
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 19.022493279085325
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 18.85013836901249
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 18.834539825245876
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: 19.53226457959601
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 18.970563598048358
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: 18.850356594366538
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: 18.81002984758784
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: 18.81011026333317
100% (40 of 40) |########################| Elapsed Time: 0:06:17 Time:  0:06:17
Algorithm FST-PSO
Not found best solution
Best evaluation: 18.810759683085905
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f18 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x218146571c8>




Running for function f19 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 71.70282077295859
100% (40 of 40) |########################| Elapsed Time: 0:00:48 Time:  0:00:48
Algorithm Gradient descent
Not found best solution
Best evaluation: 71.83929383033787
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 71.69422966169905
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 71.78895126337696
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: 71.69005480714377
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 71.71366820852518
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 71.71743477497019
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: 71.69675485035876
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Not found best solution
Best evaluation: 71.69000012004992
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2011
Not found best solution
Best evaluation: 71.6900000699767
100% (40 of 40) |########################| Elapsed Time: 0:06:14 Time:  0:06:14
Algorithm FST-PSO
Found best solution
Best evaluation: 71.69000000069694
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f19 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x21815d77888>




Running for function f20 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 1000.3624100727765
100% (40 of 40) |########################| Elapsed Time: 0:00:55 Time:  0:00:55
Algorithm Gradient descent
Not found best solution
Best evaluation: 1000.3878901885921
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 1000.1090718079596
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Found best solution
Best evaluation: 1000.0
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 1000.0006543705131
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 1000.6137628836115
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 1000.0624783263319
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: 1000.002037180155
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: 1000.0
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2011
Found best solution
Best evaluation: 1000.0000000000039
100% (40 of 40) |########################| Elapsed Time: 0:06:24 Time:  0:06:24
Algorithm FST-PSO
Not found best solution
Best evaluation: 1000.0000002730757
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f20 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x218141ee748>




Running for function f21 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random walks
Not found best solution
Best evaluation: -1.599901910539965
100% (40 of 40) |########################| Elapsed Time: 0:01:00 Time:  0:01:00
Algorithm Gradient descent
Not found best solution
Best evaluation: -1.5996814431978574
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random velocities
Not found best solution
Best evaluation: -1.5998541840444547
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Differential evolution
Found best solution
Best evaluation: -1.5999999999999985
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Follow best
Found best solution
Best evaluation: -1.5999999997495198
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Ring topology
Not found best solution
Best evaluation: -1.5991311545099542
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: -1.599920026956241
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Found best solution
Best evaluation: -1.5999999972649244
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2006
Found best solution
Best evaluation: -1.6
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2011
Found best solution
Best evaluation: -1.6
100% (40 of 40) |########################| Elapsed Time: 0:06:21 Time:  0:06:21
Algorithm FST-PSO
Found best solution
Best evaluation: -1.5999999999999999
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f21 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x21815db3308>




Running for function f22 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 1000.0002616953127
100% (40 of 40) |########################| Elapsed Time: 0:00:52 Time:  0:00:52
Algorithm Gradient descent
Not found best solution
Best evaluation: 1000.003221506836
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 1000.0000173163871
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 1000.0000284774269
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Found best solution
Best evaluation: 1000.0000000001238
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: 1000.0038072155145
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 1000.0003329898215
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: 1000.0000005476883
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: 1000.0
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Found best solution
Best evaluation: 1000.0
100% (40 of 40) |########################| Elapsed Time: 0:06:21 Time:  0:06:21
Algorithm FST-PSO
Found best solution
Best evaluation: 1000.0
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f22 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x21815ba25c8>




Running for function f23 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random walks
Not found best solution
Best evaluation: 0.24563482247863422
100% (40 of 40) |########################| Elapsed Time: 0:01:15 Time:  0:01:15
Algorithm Gradient descent
Not found best solution
Best evaluation: 0.8268087112009098
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random velocities
Not found best solution
Best evaluation: 0.23915668789850186
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Differential evolution
Not found best solution
Best evaluation: 0.22190018259481922
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Follow best
Not found best solution
Best evaluation: 0.2901313940168456
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Ring topology
Not found best solution
Best evaluation: 0.27499139544868256
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Random topology
Not found best solution
Best evaluation: 0.2289417453748171
100% (40 of 40) |########################| Elapsed Time: 0:00:33 Time:  0:00:33
Algorithm Nearest topology
Not found best solution
Best evaluation: 0.08964397909140188
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2006
Not found best solution
Best evaluation: 0.04955781659424229
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Standard 2011
Not found best solution
Best evaluation: 0.09977801205036328
100% (40 of 40) |########################| Elapsed Time: 0:06:18 Time:  0:06:18
Algorithm FST-PSO
Not found best solution
Best evaluation: 0.0601545487639627
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f23 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x21814557388>




Running for function f24 3D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 94.27360515738594
100% (40 of 40) |########################| Elapsed Time: 0:00:49 Time:  0:00:49
Algorithm Gradient descent
Not found best solution
Best evaluation: 97.05002895007996
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 95.38293090007676
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 95.07535535826983
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: 93.64780865404109
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: 96.23460714513853
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 95.53787282365806
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: 93.69615294049986
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Not found best solution
Best evaluation: 93.39357640653544
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2011
Not found best solution
Best evaluation: 93.37125599340315
100% (40 of 40) |########################| Elapsed Time: 0:06:18 Time:  0:06:18
Algorithm FST-PSO
Not found best solution
Best evaluation: 93.41420956521115
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f24 instance 2 in 3D')
Out[5]:
<matplotlib.legend.Legend at 0x2181c76a548>




Running for function f01 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 394.845660112114
100% (40 of 40) |########################| Elapsed Time: 0:01:14 Time:  0:01:14
Algorithm Gradient descent
Not found best solution
Best evaluation: 394.48085246584884
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 394.77753593705097
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Found best solution
Best evaluation: 394.48
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: 394.4803049776044
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: 394.6268042848383
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 394.48255067620596
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: 394.4808890307372
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Found best solution
Best evaluation: 394.48
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2011
Found best solution
Best evaluation: 394.48000000000195
100% (40 of 40) |########################| Elapsed Time: 0:07:29 Time:  0:07:29
Algorithm FST-PSO
Not found best solution
Best evaluation: 394.48000082880554
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f1 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x218144f1c48>




Running for function f02 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 335.0586158036315
100% (40 of 40) |########################| Elapsed Time: 0:01:26 Time:  0:01:26
Algorithm Gradient descent
Not found best solution
Best evaluation: 6536.366143307276
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 188.62889941059134
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Found best solution
Best evaluation: -92.08999999999597
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: -90.78752043935633
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 134.37830285909655
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: -76.45687717286894
100% (40 of 40) |########################| Elapsed Time: 0:00:32 Time:  0:00:32
Algorithm Nearest topology
Not found best solution
Best evaluation: -58.33562390182555
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: -92.08999999999602
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: -91.62508615240304
100% (40 of 40) |########################| Elapsed Time: 0:06:34 Time:  0:06:34
Algorithm FST-PSO
Not found best solution
Best evaluation: -92.08446301063074
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f2 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x21814555a08>




Running for function f03 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 89.44920361203516
100% (40 of 40) |########################| Elapsed Time: 0:01:28 Time:  0:01:28
Algorithm Gradient descent
Not found best solution
Best evaluation: 88.94906487571922
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 91.52074433725944
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: 78.82326091073988
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 79.85917288834504
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 94.72366872368399
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 83.21950352086246
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: 81.71776558218133
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: 77.66000000691137
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: 77.66005770865996
100% (40 of 40) |########################| Elapsed Time: 0:06:34 Time:  0:06:34
Algorithm FST-PSO
Not found best solution
Best evaluation: 77.66168951049146
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f3 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x21815b9d348>




Running for function f04 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 89.83747231657733
100% (40 of 40) |########################| Elapsed Time: 0:01:28 Time:  0:01:28
Algorithm Gradient descent
Not found best solution
Best evaluation: 108.60217695175515
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 92.34227263674491
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: 78.88486154422488
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 78.59328430582198
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 101.7886319958961
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 89.61515286726954
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: 83.22992896953986
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: 77.69001670973196
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2011
Not found best solution
Best evaluation: 79.65550632113113
100% (40 of 40) |########################| Elapsed Time: 0:06:27 Time:  0:06:27
Algorithm FST-PSO
Not found best solution
Best evaluation: 78.65540224097828
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f4 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x218141d4308>




Running for function f05 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 662.1290333385145
100% (40 of 40) |########################| Elapsed Time: 0:01:17 Time:  0:01:17
Algorithm Gradient descent
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 662.2767181903741
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:32 Time:  0:00:32
Algorithm Nearest topology
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:06:50 Time:  0:06:50
Algorithm FST-PSO
Not found best solution
Best evaluation: 655.998476221393
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f5 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x21814602548>




Running for function f06 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 32.65462164644604
100% (40 of 40) |########################| Elapsed Time: 0:01:23 Time:  0:01:23
Algorithm Gradient descent
Not found best solution
Best evaluation: 31.37002800923762
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 38.29983730361313
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: 31.370804297917967
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 31.38097825267579
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 35.27043348237283
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 33.01453302211028
100% (40 of 40) |########################| Elapsed Time: 0:00:33 Time:  0:00:33
Algorithm Nearest topology
Not found best solution
Best evaluation: 31.420604248468564
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: 31.370000005836943
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: 31.37000341919336
100% (40 of 40) |########################| Elapsed Time: 0:06:51 Time:  0:06:51
Algorithm FST-PSO
Not found best solution
Best evaluation: 31.37002953416397
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f6 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x218144c2c08>




Running for function f07 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 35.96425242318809
100% (40 of 40) |########################| Elapsed Time: 0:01:22 Time:  0:01:22
Algorithm Gradient descent
Not found best solution
Best evaluation: 40.590587963630135
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 35.68751129280683
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: 35.35957052325392
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 35.35000002072595
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 35.836404424944575
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 35.496534755844024
100% (40 of 40) |########################| Elapsed Time: 0:00:33 Time:  0:00:33
Algorithm Nearest topology
Not found best solution
Best evaluation: 35.37164198255419
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: 35.350000000000165
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Found best solution
Best evaluation: 35.35000000000036
100% (40 of 40) |########################| Elapsed Time: 0:06:52 Time:  0:06:52
Algorithm FST-PSO
Found best solution
Best evaluation: 35.35000000000484
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f7 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x21815e05ec8>




Running for function f08 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: -985.9702577221086
100% (40 of 40) |########################| Elapsed Time: 0:01:19 Time:  0:01:19
Algorithm Gradient descent
Not found best solution
Best evaluation: -907.7268569410438
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: -987.1017688541065
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: -999.9965605923155
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: -999.9708705002384
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: -979.4673341417194
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: -993.4117301689971
100% (40 of 40) |########################| Elapsed Time: 0:00:32 Time:  0:00:32
Algorithm Nearest topology
Not found best solution
Best evaluation: -999.6039961689473
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: -999.7613674907502
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: -999.9966021691121
100% (40 of 40) |########################| Elapsed Time: 0:06:49 Time:  0:06:49
Algorithm FST-PSO
Not found best solution
Best evaluation: -999.9996381352848
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f8 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x218144e1f48>




Running for function f09 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 76.14042486749115
100% (40 of 40) |########################| Elapsed Time: 0:01:17 Time:  0:01:17
Algorithm Gradient descent
Not found best solution
Best evaluation: 216.84319288039381
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 66.5237787303837
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 47.96182219524198
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Follow best
Not found best solution
Best evaluation: 47.56916226948279
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 58.84499796562014
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 55.92216240380832
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: 47.91922811135962
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Not found best solution
Best evaluation: 47.520734532655666
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2011
Not found best solution
Best evaluation: 47.51189105819919
100% (40 of 40) |########################| Elapsed Time: 0:06:18 Time:  0:06:18
Algorithm FST-PSO
Not found best solution
Best evaluation: 47.53536082702412
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f9 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x218143989c8>




Running for function f10 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 212.8574854709485
100% (40 of 40) |########################| Elapsed Time: 0:01:22 Time:  0:01:22
Algorithm Gradient descent
Not found best solution
Best evaluation: 1482.7977305931845
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 487.8057538434907
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 135.17355624511626
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 62.438959255154344
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 365.99614810238677
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 89.79246493524573
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: 70.93646865917977
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: 61.43953629181738
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: 62.029905658345946
100% (40 of 40) |########################| Elapsed Time: 0:06:18 Time:  0:06:18
Algorithm FST-PSO
Not found best solution
Best evaluation: 60.26741263708229
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f10 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x2181c73dd48>




Running for function f11 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: -18.439074908344086
100% (40 of 40) |########################| Elapsed Time: 0:01:20 Time:  0:01:20
Algorithm Gradient descent
Not found best solution
Best evaluation: 0.07360573528374204
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: -17.220538853070153
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: -15.222573949177965
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: -22.50410439569667
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: -17.557420255717886
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: -19.190060240352523
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: -21.945159113818175
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: -22.16222554183177
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: -21.38719515567614
100% (40 of 40) |########################| Elapsed Time: 0:06:17 Time:  0:06:17
Algorithm FST-PSO
Not found best solution
Best evaluation: -22.181003629967343
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f11 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x218141eee48>




Running for function f12 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 63780.121786727876
100% (40 of 40) |########################| Elapsed Time: 0:01:19 Time:  0:01:19
Algorithm Gradient descent
Not found best solution
Best evaluation: 554305.3573486254
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 117952.05430685954
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: -254.81892891384106
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: -210.37646494910086
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: 97346.01746869466
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 4883.82514116127
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: -177.70572981120284
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Not found best solution
Best evaluation: -254.81237208089073
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2011
Not found best solution
Best evaluation: -254.7662634134459
100% (40 of 40) |########################| Elapsed Time: 0:06:18 Time:  0:06:18
Algorithm FST-PSO
Not found best solution
Best evaluation: -254.5459312236656
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f12 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x218143b0ec8>




Running for function f13 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 29.34079180985197
100% (40 of 40) |########################| Elapsed Time: 0:01:14 Time:  0:01:14
Algorithm Gradient descent
Not found best solution
Best evaluation: -46.365081161040905
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 80.13128642079624
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: -51.605846670559934
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: -49.9812416306024
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: -15.654275548743954
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: -41.508219306738056
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: -49.489447119422046
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Not found best solution
Best evaluation: -51.70682595454127
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2011
Not found best solution
Best evaluation: -51.70357804791121
100% (40 of 40) |########################| Elapsed Time: 0:06:18 Time:  0:06:18
Algorithm FST-PSO
Not found best solution
Best evaluation: -51.55659379873091
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f13 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x2181470b1c8>




Running for function f14 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: -179.43896402656023
100% (40 of 40) |########################| Elapsed Time: 0:01:17 Time:  0:01:17
Algorithm Gradient descent
Not found best solution
Best evaluation: -179.5321475972826
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: -179.03685791881082
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: -179.53998533860087
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: -179.53958689737718
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: -179.4170326418124
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: -179.51173039614775
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: -179.53898056576205
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Not found best solution
Best evaluation: -179.5399945177098
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2011
Not found best solution
Best evaluation: -179.53999577324691
100% (40 of 40) |########################| Elapsed Time: 0:06:18 Time:  0:06:18
Algorithm FST-PSO
Not found best solution
Best evaluation: -179.53999310585527
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f14 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x2181459c808>




Running for function f15 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 83.12471269370619
100% (40 of 40) |########################| Elapsed Time: 0:01:27 Time:  0:01:27
Algorithm Gradient descent
Not found best solution
Best evaluation: 76.02316297142059
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 83.39758685064011
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: 72.03801728471839
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 71.30225679713647
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 80.69639798591587
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 76.45632449582229
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: 73.92779068982435
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: 70.03000278978872
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: 70.03528814500349
100% (40 of 40) |########################| Elapsed Time: 0:06:19 Time:  0:06:19
Algorithm FST-PSO
Not found best solution
Best evaluation: 71.02531856244894
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f15 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x21811908b48>




Running for function f16 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random walks
Not found best solution
Best evaluation: -354.82996020564707
100% (40 of 40) |########################| Elapsed Time: 0:01:33 Time:  0:01:33
Algorithm Gradient descent
Not found best solution
Best evaluation: -351.4318894779198
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random velocities
Not found best solution
Best evaluation: -354.8366507568371
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: -355.0358778546792
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Follow best
Not found best solution
Best evaluation: -355.2033369303673
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Ring topology
Not found best solution
Best evaluation: -354.23087279648905
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random topology
Not found best solution
Best evaluation: -354.3228658471727
100% (40 of 40) |########################| Elapsed Time: 0:00:32 Time:  0:00:32
Algorithm Nearest topology
Not found best solution
Best evaluation: -355.1352848009585
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2006
Not found best solution
Best evaluation: -355.2192872531012
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2011
Not found best solution
Best evaluation: -355.2100318007605
100% (40 of 40) |########################| Elapsed Time: 0:06:20 Time:  0:06:20
Algorithm FST-PSO
Not found best solution
Best evaluation: -355.2199207515683
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f16 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x21815acd088>




Running for function f17 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 19.71752537381037
100% (40 of 40) |########################| Elapsed Time: 0:01:27 Time:  0:01:27
Algorithm Gradient descent
Not found best solution
Best evaluation: 18.85516969509895
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 19.486210003199233
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: 18.81265938296244
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 18.82246123226519
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 19.994388300977782
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 19.32987799767951
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: 18.930269007426748
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: 18.810001140798587
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: 18.81003078931809
100% (40 of 40) |########################| Elapsed Time: 0:06:19 Time:  0:06:19
Algorithm FST-PSO
Not found best solution
Best evaluation: 18.811164691034612
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f17 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x21815bcec08>




Running for function f18 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 20.735206629993524
100% (40 of 40) |########################| Elapsed Time: 0:01:26 Time:  0:01:26
Algorithm Gradient descent
Not found best solution
Best evaluation: 20.26126295231286
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 21.593715463040542
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: 19.00372640203664
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 18.875541951412718
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 21.41315694234071
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 20.044451022061082
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: 19.274050549040343
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: 18.810254962484187
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: 18.810582970948015
100% (40 of 40) |########################| Elapsed Time: 0:06:19 Time:  0:06:19
Algorithm FST-PSO
Not found best solution
Best evaluation: 18.815518787459784
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f18 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x2181c738608>




Running for function f19 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 72.27105979918437
100% (40 of 40) |########################| Elapsed Time: 0:01:16 Time:  0:01:16
Algorithm Gradient descent
Not found best solution
Best evaluation: 74.22320357728154
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 72.44436851887625
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 72.24621282309296
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: 71.90954878142574
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: 72.28277952717183
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 71.8874671029944
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: 72.033437037548
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Not found best solution
Best evaluation: 71.71920876576266
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2011
Not found best solution
Best evaluation: 71.76164875587011
100% (40 of 40) |########################| Elapsed Time: 0:06:17 Time:  0:06:17
Algorithm FST-PSO
Not found best solution
Best evaluation: 71.7103465956492
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f19 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x21815ba1fc8>




Running for function f20 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 1001.6088328920866
100% (40 of 40) |########################| Elapsed Time: 0:01:28 Time:  0:01:28
Algorithm Gradient descent
Not found best solution
Best evaluation: 1001.5537287442661
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 1001.2631409530231
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: 1000.0553603840211
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 1000.0343227011173
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 1001.5754116449639
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 1001.2715688488502
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: 1000.259159838809
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: 1000.0000000000206
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: 1000.0000019634087
100% (40 of 40) |########################| Elapsed Time: 0:06:19 Time:  0:06:19
Algorithm FST-PSO
Not found best solution
Best evaluation: 1000.000063056933
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f20 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x218141d4e08>




Running for function f21 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random walks
Not found best solution
Best evaluation: -1.5961390699484215
100% (40 of 40) |########################| Elapsed Time: 0:01:34 Time:  0:01:34
Algorithm Gradient descent
Not found best solution
Best evaluation: -1.597463254980773
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random velocities
Not found best solution
Best evaluation: -1.4895418188325311
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: -1.5999931970790122
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Follow best
Not found best solution
Best evaluation: -1.5999999398063336
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Ring topology
Not found best solution
Best evaluation: -0.9709166004970454
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random topology
Not found best solution
Best evaluation: -1.4627936079537875
100% (40 of 40) |########################| Elapsed Time: 0:00:32 Time:  0:00:32
Algorithm Nearest topology
Not found best solution
Best evaluation: -1.5999982605738219
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2006
Found best solution
Best evaluation: -1.6
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2011
Found best solution
Best evaluation: -1.6
100% (40 of 40) |########################| Elapsed Time: 0:06:20 Time:  0:06:20
Algorithm FST-PSO
Found best solution
Best evaluation: -1.5999999999965397
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f21 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x21815d8a988>




Running for function f22 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 1000.0738087993224
100% (40 of 40) |########################| Elapsed Time: 0:01:19 Time:  0:01:19
Algorithm Gradient descent
Not found best solution
Best evaluation: 1000.0036509631632
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 1000.0696676316181
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 1000.001484285652
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: 1000.0000006304135
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: 1000.1133249139993
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 1000.0941151505015
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: 1000.0001702822682
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: 1000.0000000005716
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Found best solution
Best evaluation: 1000.000000005612
100% (40 of 40) |########################| Elapsed Time: 0:06:18 Time:  0:06:18
Algorithm FST-PSO
Found best solution
Best evaluation: 1000.0000000000019
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f22 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x21815e05cc8>




Running for function f23 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Random walks
Not found best solution
Best evaluation: 0.36861952411683524
100% (40 of 40) |########################| Elapsed Time: 0:02:26 Time:  0:02:26
Algorithm Gradient descent
Not found best solution
Best evaluation: 0.9194496053762928
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Random velocities
Not found best solution
Best evaluation: 0.368565897270395
100% (40 of 40) |########################| Elapsed Time: 0:00:14 Time:  0:00:14
Algorithm Differential evolution
Not found best solution
Best evaluation: 0.5715225661491355
100% (40 of 40) |########################| Elapsed Time: 0:00:14 Time:  0:00:14
Algorithm Follow best
Not found best solution
Best evaluation: 0.5496984031530444
100% (40 of 40) |########################| Elapsed Time: 0:00:14 Time:  0:00:14
Algorithm Ring topology
Not found best solution
Best evaluation: 0.7222463643680958
100% (40 of 40) |########################| Elapsed Time: 0:00:14 Time:  0:00:14
Algorithm Random topology
Not found best solution
Best evaluation: 0.5584592690395899
100% (40 of 40) |########################| Elapsed Time: 0:00:36 Time:  0:00:36
Algorithm Nearest topology
Not found best solution
Best evaluation: 0.38974466838400335
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Standard 2006
Not found best solution
Best evaluation: 0.404544754215165
100% (40 of 40) |########################| Elapsed Time: 0:00:16 Time:  0:00:16
Algorithm Standard 2011
Not found best solution
Best evaluation: 0.40496803330599884
100% (40 of 40) |########################| Elapsed Time: 0:06:23 Time:  0:06:23
Algorithm FST-PSO
Not found best solution
Best evaluation: 0.10788985149717488
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f23 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x21815e68e88>




Running for function f24 5D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 105.47086190453925
100% (40 of 40) |########################| Elapsed Time: 0:01:17 Time:  0:01:17
Algorithm Gradient descent
Not found best solution
Best evaluation: 113.48010632877714
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 98.67251399751443
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 104.87641880043263
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: 97.11271126814125
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: 113.85097858585581
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 106.2179664844026
100% (40 of 40) |########################| Elapsed Time: 0:00:30 Time:  0:00:30
Algorithm Nearest topology
Not found best solution
Best evaluation: 100.34297238711275
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Not found best solution
Best evaluation: 99.02857931439742
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2011
Not found best solution
Best evaluation: 96.62104218107736
100% (40 of 40) |########################| Elapsed Time: 0:06:18 Time:  0:06:18
Algorithm FST-PSO
Not found best solution
Best evaluation: 94.63396647559725
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f24 instance 2 in 5D')
Out[5]:
<matplotlib.legend.Legend at 0x21815abdb88>




Running for function f01 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 404.14873048488926
100% (40 of 40) |########################| Elapsed Time: 0:02:21 Time:  0:02:21
Algorithm Gradient descent
Not found best solution
Best evaluation: 394.4883635032983
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 403.14378106772494
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 394.48000001111177
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: 394.48506812969265
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: 399.6048506239789
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 395.0795029194946
100% (40 of 40) |########################| Elapsed Time: 0:00:36 Time:  0:00:36
Algorithm Nearest topology
Not found best solution
Best evaluation: 394.5529472038471
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: 394.4800000005162
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: 394.48000840228156
100% (40 of 40) |########################| Elapsed Time: 0:06:41 Time:  0:06:41
Algorithm FST-PSO
Not found best solution
Best evaluation: 394.4800161659551
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f1 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x21815af1108>




Running for function f02 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 10765.808008942462
100% (40 of 40) |########################| Elapsed Time: 0:02:53 Time:  0:02:53
Algorithm Gradient descent
Not found best solution
Best evaluation: 53172.48860977731
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random velocities
Not found best solution
Best evaluation: 51160.06755953749
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: -92.0894665230724
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Follow best
Not found best solution
Best evaluation: 16.333778838284545
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Ring topology
Not found best solution
Best evaluation: 27572.260612356215
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 4858.480127896653
100% (40 of 40) |########################| Elapsed Time: 0:00:33 Time:  0:00:33
Algorithm Nearest topology
Not found best solution
Best evaluation: 1751.920669652047
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2006
Not found best solution
Best evaluation: -92.08999722978567
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2011
Not found best solution
Best evaluation: 475.4018361806069
100% (40 of 40) |########################| Elapsed Time: 0:06:40 Time:  0:06:40
Algorithm FST-PSO
Not found best solution
Best evaluation: -91.8043053149828
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f2 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x21815d43488>




Running for function f03 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random walks
Not found best solution
Best evaluation: 177.02668553377615
100% (40 of 40) |########################| Elapsed Time: 0:03:07 Time:  0:03:07
Algorithm Gradient descent
Not found best solution
Best evaluation: 148.13472771999318
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random velocities
Not found best solution
Best evaluation: 159.02576031196082
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Differential evolution
Not found best solution
Best evaluation: 84.76124201083546
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Follow best
Not found best solution
Best evaluation: 97.22580860361037
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Ring topology
Not found best solution
Best evaluation: 178.61862409674768
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random topology
Not found best solution
Best evaluation: 120.23569148414725
100% (40 of 40) |########################| Elapsed Time: 0:00:34 Time:  0:00:34
Algorithm Nearest topology
Not found best solution
Best evaluation: 116.78999415225076
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2006
Not found best solution
Best evaluation: 79.65606087890123
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2011
Not found best solution
Best evaluation: 85.71621111963839
100% (40 of 40) |########################| Elapsed Time: 0:06:41 Time:  0:06:41
Algorithm FST-PSO
Not found best solution
Best evaluation: 81.65390392975851
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f3 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x2181c750908>




Running for function f04 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random walks
Not found best solution
Best evaluation: 166.66623758010647
100% (40 of 40) |########################| Elapsed Time: 0:03:02 Time:  0:03:02
Algorithm Gradient descent
Not found best solution
Best evaluation: 189.62786035726316
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random velocities
Not found best solution
Best evaluation: 198.15187950371708
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Differential evolution
Not found best solution
Best evaluation: 87.98149254070199
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Follow best
Not found best solution
Best evaluation: 100.99233708511628
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Ring topology
Not found best solution
Best evaluation: 172.59860591985864
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random topology
Not found best solution
Best evaluation: 171.90106929686354
100% (40 of 40) |########################| Elapsed Time: 0:00:33 Time:  0:00:33
Algorithm Nearest topology
Not found best solution
Best evaluation: 129.2555255914978
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2006
Not found best solution
Best evaluation: 82.73770690659273
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2011
Not found best solution
Best evaluation: 93.65323755898757
100% (40 of 40) |########################| Elapsed Time: 0:06:42 Time:  0:06:42
Algorithm FST-PSO
Not found best solution
Best evaluation: 82.65898866942202
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f4 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x21815ad8a48>




Running for function f05 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 701.7508878989549
100% (40 of 40) |########################| Elapsed Time: 0:02:26 Time:  0:02:26
Algorithm Gradient descent
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 688.4562468796951
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:32 Time:  0:00:32
Algorithm Nearest topology
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: 656.0049912655339
100% (40 of 40) |########################| Elapsed Time: 0:06:44 Time:  0:06:44
Algorithm FST-PSO
Not found best solution
Best evaluation: 656.0288241367047
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f5 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x21815a9c6c8>




Running for function f06 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 73.76670646100098
100% (40 of 40) |########################| Elapsed Time: 0:02:34 Time:  0:02:34
Algorithm Gradient descent
Not found best solution
Best evaluation: 43.23639096909429
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 134.2144752063805
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 31.609264428204067
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 31.571932310289338
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 86.39148871987265
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 61.626520235381236
100% (40 of 40) |########################| Elapsed Time: 0:00:32 Time:  0:00:32
Algorithm Nearest topology
Not found best solution
Best evaluation: 35.02750002091854
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: 31.372140160456716
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: 31.516827637279807
100% (40 of 40) |########################| Elapsed Time: 0:06:40 Time:  0:06:40
Algorithm FST-PSO
Not found best solution
Best evaluation: 31.370502039709724
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f6 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x21815dca588>




Running for function f07 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 66.51078627927689
100% (40 of 40) |########################| Elapsed Time: 0:02:40 Time:  0:02:40
Algorithm Gradient descent
Not found best solution
Best evaluation: 75.08157284771477
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 61.224447261632015
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: 37.59563637237036
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 35.37428727406192
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 44.8782229680205
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 39.223091231924194
100% (40 of 40) |########################| Elapsed Time: 0:00:32 Time:  0:00:32
Algorithm Nearest topology
Not found best solution
Best evaluation: 36.587423481703844
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Found best solution
Best evaluation: 35.35000000001432
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: 35.370715617516446
100% (40 of 40) |########################| Elapsed Time: 0:06:40 Time:  0:06:40
Algorithm FST-PSO
Not found best solution
Best evaluation: 35.41701683162699
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f7 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x21814185f08>




Running for function f08 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 977.266088148639
100% (40 of 40) |########################| Elapsed Time: 0:02:25 Time:  0:02:25
Algorithm Gradient descent
Not found best solution
Best evaluation: 4256.481966217073
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 2548.7806520118934
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: -999.4401150800658
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: -996.976680119942
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: 487.07177015969864
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: -853.6172627274451
100% (40 of 40) |########################| Elapsed Time: 0:00:32 Time:  0:00:32
Algorithm Nearest topology
Not found best solution
Best evaluation: -986.2636471487431
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Not found best solution
Best evaluation: -994.9927801265762
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: -993.4979332302605
100% (40 of 40) |########################| Elapsed Time: 0:06:41 Time:  0:06:41
Algorithm FST-PSO
Not found best solution
Best evaluation: -999.6924496348943
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f8 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x21815d77ac8>




Running for function f09 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 1147.6492753854832
100% (40 of 40) |########################| Elapsed Time: 0:02:21 Time:  0:02:21
Algorithm Gradient descent
Not found best solution
Best evaluation: 7055.469249311524
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 2500.9831336599336
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 50.50496313193901
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: 50.69220157534675
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: 155.59577430647985
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 341.47670152347604
100% (40 of 40) |########################| Elapsed Time: 0:00:31 Time:  0:00:31
Algorithm Nearest topology
Not found best solution
Best evaluation: 60.940217694062824
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Standard 2006
Not found best solution
Best evaluation: 52.36361364106484
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: 53.57265887769155
100% (40 of 40) |########################| Elapsed Time: 0:06:40 Time:  0:06:40
Algorithm FST-PSO
Not found best solution
Best evaluation: 47.51542124038982
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f9 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x21815de0f48>




Running for function f10 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random walks
Not found best solution
Best evaluation: 21243.90084578563
100% (40 of 40) |########################| Elapsed Time: 0:02:55 Time:  0:02:55
Algorithm Gradient descent
Not found best solution
Best evaluation: 70286.3446435474
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random velocities
Not found best solution
Best evaluation: 11138.094029233847
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: 1828.3472939475412
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Follow best
Not found best solution
Best evaluation: 143.87545385731903
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Ring topology
Not found best solution
Best evaluation: 7650.319870417635
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random topology
Not found best solution
Best evaluation: 3096.4200431325
100% (40 of 40) |########################| Elapsed Time: 0:00:33 Time:  0:00:33
Algorithm Nearest topology
Not found best solution
Best evaluation: 1130.7464921196356
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2006
Not found best solution
Best evaluation: 302.43882817705213
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2011
Not found best solution
Best evaluation: 395.0531770037293
100% (40 of 40) |########################| Elapsed Time: 0:06:39 Time:  0:06:39
Algorithm FST-PSO
Not found best solution
Best evaluation: 148.92416860473287
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f10 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x21814514688>




Running for function f11 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: -0.8854223558855239
100% (40 of 40) |########################| Elapsed Time: 0:02:50 Time:  0:02:50
Algorithm Gradient descent
Not found best solution
Best evaluation: 33.494628623889454
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 9.984443707003496
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: 9.151653844818366
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Follow best
Not found best solution
Best evaluation: -19.19991658513991
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 2.454754131608283
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: -9.290072575136366
100% (40 of 40) |########################| Elapsed Time: 0:00:33 Time:  0:00:33
Algorithm Nearest topology
Not found best solution
Best evaluation: -6.575726480662997
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2006
Not found best solution
Best evaluation: -16.636901932191094
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2011
Not found best solution
Best evaluation: -9.326485965626402
100% (40 of 40) |########################| Elapsed Time: 0:06:40 Time:  0:06:40
Algorithm FST-PSO
Not found best solution
Best evaluation: -20.10372436611775
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f11 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x218145a1648>




Running for function f12 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 7523664.4342144225
100% (40 of 40) |########################| Elapsed Time: 0:02:39 Time:  0:02:39
Algorithm Gradient descent
Not found best solution
Best evaluation: 14432754.381447349
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 6367258.828982201
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: -253.5857431171021
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 3227.9247005913458
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 7535837.6926394375
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 441872.8133829596
100% (40 of 40) |########################| Elapsed Time: 0:00:33 Time:  0:00:33
Algorithm Nearest topology
Not found best solution
Best evaluation: 39704.81802108067
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: -254.79166394569427
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: -243.94300962347842
100% (40 of 40) |########################| Elapsed Time: 0:06:39 Time:  0:06:39
Algorithm FST-PSO
Not found best solution
Best evaluation: -245.23565610102509
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f12 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x2181419bfc8>




Running for function f13 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 309.1517795624679
100% (40 of 40) |########################| Elapsed Time: 0:02:26 Time:  0:02:26
Algorithm Gradient descent
Not found best solution
Best evaluation: -40.42235038548625
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 496.00938174875677
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: -50.16804423526615
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Follow best
Not found best solution
Best evaluation: -39.44675416211364
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: 227.50184774469366
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 44.441146510143376
100% (40 of 40) |########################| Elapsed Time: 0:00:32 Time:  0:00:32
Algorithm Nearest topology
Not found best solution
Best evaluation: -1.5276384706100004
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: -51.67879710395076
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: -49.518286202343205
100% (40 of 40) |########################| Elapsed Time: 0:06:40 Time:  0:06:40
Algorithm FST-PSO
Not found best solution
Best evaluation: -50.99524536477348
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f13 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x2181455ab88>




Running for function f14 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: -176.84781488956673
100% (40 of 40) |########################| Elapsed Time: 0:02:35 Time:  0:02:35
Algorithm Gradient descent
Not found best solution
Best evaluation: -179.29503606425746
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: -175.7300193947573
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: -179.53721339691774
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: -179.5345928798687
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: -176.51680225820752
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: -178.76817656729003
100% (40 of 40) |########################| Elapsed Time: 0:00:32 Time:  0:00:32
Algorithm Nearest topology
Not found best solution
Best evaluation: -179.5091392375022
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: -179.53976753460984
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: -179.53877369586823
100% (40 of 40) |########################| Elapsed Time: 0:06:39 Time:  0:06:39
Algorithm FST-PSO
Not found best solution
Best evaluation: -179.53977180436132
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f14 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x21815dbb308>




Running for function f15 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random walks
Not found best solution
Best evaluation: 147.95865436009262
100% (40 of 40) |########################| Elapsed Time: 0:03:08 Time:  0:03:08
Algorithm Gradient descent
Not found best solution
Best evaluation: 122.32164424173047
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random velocities
Not found best solution
Best evaluation: 144.7977889145084
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Differential evolution
Not found best solution
Best evaluation: 93.07200959723697
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Follow best
Not found best solution
Best evaluation: 88.51632858865447
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Ring topology
Not found best solution
Best evaluation: 156.6590543586133
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random topology
Not found best solution
Best evaluation: 116.35442885745346
100% (40 of 40) |########################| Elapsed Time: 0:00:34 Time:  0:00:34
Algorithm Nearest topology
Not found best solution
Best evaluation: 117.27008403982526
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2006
Not found best solution
Best evaluation: 74.01577956491114
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2011
Not found best solution
Best evaluation: 74.15639980120916
100% (40 of 40) |########################| Elapsed Time: 0:06:41 Time:  0:06:41
Algorithm FST-PSO
Not found best solution
Best evaluation: 76.02113971775087
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f15 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x21815c59e48>




Running for function f16 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random walks
Not found best solution
Best evaluation: -350.70576433080805
100% (40 of 40) |########################| Elapsed Time: 0:03:39 Time:  0:03:39
Algorithm Gradient descent
Not found best solution
Best evaluation: -341.6862882615514
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random velocities
Not found best solution
Best evaluation: -350.12452991712513
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Differential evolution
Not found best solution
Best evaluation: -354.1563307652528
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Follow best
Not found best solution
Best evaluation: -354.8160360901315
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Ring topology
Not found best solution
Best evaluation: -349.80670514764637
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Random topology
Not found best solution
Best evaluation: -352.3751497744829
100% (40 of 40) |########################| Elapsed Time: 0:00:35 Time:  0:00:35
Algorithm Nearest topology
Not found best solution
Best evaluation: -353.2218041312062
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2006
Not found best solution
Best evaluation: -355.1435030387822
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Standard 2011
Not found best solution
Best evaluation: -352.65686252805745
100% (40 of 40) |########################| Elapsed Time: 0:06:41 Time:  0:06:41
Algorithm FST-PSO
Not found best solution
Best evaluation: -355.08111124811643
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f16 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x2181460af08>




Running for function f17 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random walks
Not found best solution
Best evaluation: 22.46992347315635
100% (40 of 40) |########################| Elapsed Time: 0:03:09 Time:  0:03:09
Algorithm Gradient descent
Not found best solution
Best evaluation: 19.443306657851696
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random velocities
Not found best solution
Best evaluation: 22.3019058264615
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Differential evolution
Not found best solution
Best evaluation: 19.12917798639332
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Follow best
Not found best solution
Best evaluation: 18.997392611939375
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Ring topology
Not found best solution
Best evaluation: 22.016889272819455
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random topology
Not found best solution
Best evaluation: 20.386553763949482
100% (40 of 40) |########################| Elapsed Time: 0:00:34 Time:  0:00:34
Algorithm Nearest topology
Not found best solution
Best evaluation: 19.52917476083961
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2006
Not found best solution
Best evaluation: 18.81082418312344
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2011
Not found best solution
Best evaluation: 18.82351789128212
100% (40 of 40) |########################| Elapsed Time: 0:06:41 Time:  0:06:41
Algorithm FST-PSO
Not found best solution
Best evaluation: 18.837371418157932
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f17 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x2181419fc08>




Running for function f18 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random walks
Not found best solution
Best evaluation: 29.851757873314412
100% (40 of 40) |########################| Elapsed Time: 0:03:09 Time:  0:03:09
Algorithm Gradient descent
Not found best solution
Best evaluation: 20.402104502724608
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random velocities
Not found best solution
Best evaluation: 29.016456956899937
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Differential evolution
Not found best solution
Best evaluation: 20.04460565081366
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Follow best
Not found best solution
Best evaluation: 19.406826534208584
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Ring topology
Not found best solution
Best evaluation: 26.707847231671852
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random topology
Not found best solution
Best evaluation: 23.668538471334145
100% (40 of 40) |########################| Elapsed Time: 0:00:34 Time:  0:00:34
Algorithm Nearest topology
Not found best solution
Best evaluation: 23.25299084301952
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2006
Not found best solution
Best evaluation: 18.818952049186283
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2011
Not found best solution
Best evaluation: 18.955630311109207
100% (40 of 40) |########################| Elapsed Time: 0:06:40 Time:  0:06:40
Algorithm FST-PSO
Not found best solution
Best evaluation: 18.87544357621049
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f18 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x21814676348>




Running for function f19 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 75.25834869605475
100% (40 of 40) |########################| Elapsed Time: 0:02:30 Time:  0:02:30
Algorithm Gradient descent
Not found best solution
Best evaluation: 79.3360703878826
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random velocities
Not found best solution
Best evaluation: 74.98720822990201
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 73.39416303788903
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 73.21604998279122
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Ring topology
Not found best solution
Best evaluation: 76.47245758982888
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 74.94148903153298
100% (40 of 40) |########################| Elapsed Time: 0:00:32 Time:  0:00:32
Algorithm Nearest topology
Not found best solution
Best evaluation: 74.10311021422588
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: 72.66167479203803
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: 72.95757649436544
100% (40 of 40) |########################| Elapsed Time: 0:06:35 Time:  0:06:35
Algorithm FST-PSO
Not found best solution
Best evaluation: 72.05023279086743
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f19 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x21815b0b3c8>




Running for function f20 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random walks
Not found best solution
Best evaluation: 1003.5473727567406
100% (40 of 40) |########################| Elapsed Time: 0:03:04 Time:  0:03:04
Algorithm Gradient descent
Not found best solution
Best evaluation: 2553.6544919481175
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random velocities
Not found best solution
Best evaluation: 1002.8641876727582
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Differential evolution
Not found best solution
Best evaluation: 1000.6493809749346
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Follow best
Not found best solution
Best evaluation: 1000.5188965786225
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Ring topology
Not found best solution
Best evaluation: 1003.36960372429
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random topology
Not found best solution
Best evaluation: 1002.8640063573347
100% (40 of 40) |########################| Elapsed Time: 0:00:33 Time:  0:00:33
Algorithm Nearest topology
Not found best solution
Best evaluation: 1001.4625764068461
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2006
Not found best solution
Best evaluation: 1000.6635612481257
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2011
Not found best solution
Best evaluation: 1001.0035458146602
100% (40 of 40) |########################| Elapsed Time: 0:06:40 Time:  0:06:40
Algorithm FST-PSO
Not found best solution
Best evaluation: 1000.5335518981881
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f20 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x218145e5f08>




Running for function f21 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random walks
Not found best solution
Best evaluation: 4.551477848894876
100% (40 of 40) |########################| Elapsed Time: 0:03:15 Time:  0:03:15
Algorithm Gradient descent
Not found best solution
Best evaluation: -1.5511728343478635
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random velocities
Not found best solution
Best evaluation: 12.584673538674513
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Differential evolution
Not found best solution
Best evaluation: -1.596457645544573
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Follow best
Not found best solution
Best evaluation: -1.5999268180728476
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Ring topology
Not found best solution
Best evaluation: 4.54520101816162
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random topology
Not found best solution
Best evaluation: 0.1581028331023424
100% (40 of 40) |########################| Elapsed Time: 0:00:34 Time:  0:00:34
Algorithm Nearest topology
Not found best solution
Best evaluation: -1.5840495678927735
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2006
Found best solution
Best evaluation: -1.5999999999999968
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2011
Not found best solution
Best evaluation: -1.5999999884651102
100% (40 of 40) |########################| Elapsed Time: 0:06:41 Time:  0:06:41
Algorithm FST-PSO
Found best solution
Best evaluation: -1.5999999997421295
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f21 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x21815d87608>




Running for function f22 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 1010.2194623736365
100% (40 of 40) |########################| Elapsed Time: 0:02:36 Time:  0:02:36
Algorithm Gradient descent
Not found best solution
Best evaluation: 1000.0426858699452
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 1015.2429412470301
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 1001.955003393025
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 1000.0005701119628
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 1002.1137116897888
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 1002.1760702777897
100% (40 of 40) |########################| Elapsed Time: 0:00:32 Time:  0:00:32
Algorithm Nearest topology
Not found best solution
Best evaluation: 1000.1100909610201
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: 1001.954998859862
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: 1001.9550048910269
100% (40 of 40) |########################| Elapsed Time: 0:06:40 Time:  0:06:40
Algorithm FST-PSO
Found best solution
Best evaluation: 1000.0000000031812
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f22 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x21809f76f08>




Running for function f23 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:20 Time:  0:00:20
Algorithm Random walks
Not found best solution
Best evaluation: 0.9125336672784381
100% (40 of 40) |########################| Elapsed Time: 0:06:57 Time:  0:06:57
Algorithm Gradient descent
Not found best solution
Best evaluation: 0.8887024975116204
100% (40 of 40) |########################| Elapsed Time: 0:00:20 Time:  0:00:20
Algorithm Random velocities
Not found best solution
Best evaluation: 0.8661043994040836
100% (40 of 40) |########################| Elapsed Time: 0:00:21 Time:  0:00:21
Algorithm Differential evolution
Not found best solution
Best evaluation: 1.5999281629390298
100% (40 of 40) |########################| Elapsed Time: 0:00:20 Time:  0:00:20
Algorithm Follow best
Not found best solution
Best evaluation: 0.761409985940304
100% (40 of 40) |########################| Elapsed Time: 0:00:21 Time:  0:00:21
Algorithm Ring topology
Not found best solution
Best evaluation: 0.9712977885934196
100% (40 of 40) |########################| Elapsed Time: 0:00:21 Time:  0:00:21
Algorithm Random topology
Not found best solution
Best evaluation: 0.9676393436822208
100% (40 of 40) |########################| Elapsed Time: 0:00:45 Time:  0:00:45
Algorithm Nearest topology
Not found best solution
Best evaluation: 1.0091332723839777
100% (40 of 40) |########################| Elapsed Time: 0:00:21 Time:  0:00:21
Algorithm Standard 2006
Not found best solution
Best evaluation: 0.7257864033042177
100% (40 of 40) |########################| Elapsed Time: 0:00:23 Time:  0:00:23
Algorithm Standard 2011
Not found best solution
Best evaluation: 0.8155026122360556
100% (40 of 40) |########################| Elapsed Time: 0:06:49 Time:  0:06:49
Algorithm FST-PSO
Not found best solution
Best evaluation: 0.3141258476945585
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f23 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x218145a6a48>




Running for function f24 10D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 155.6778239239586
100% (40 of 40) |########################| Elapsed Time: 0:02:36 Time:  0:02:36
Algorithm Gradient descent
Not found best solution
Best evaluation: 187.43784526049376
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 176.73596239930316
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 137.935061459514
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 133.05308343428777
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 171.4525189218587
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 153.33221788690156
100% (40 of 40) |########################| Elapsed Time: 0:00:32 Time:  0:00:32
Algorithm Nearest topology
Not found best solution
Best evaluation: 138.97376484015538
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: 112.3141982109459
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2011
Not found best solution
Best evaluation: 120.64244501230365
100% (40 of 40) |########################| Elapsed Time: 0:06:37 Time:  0:06:37
Algorithm FST-PSO
Not found best solution
Best evaluation: 102.00599604345697
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f24 instance 2 in 10D')
Out[5]:
<matplotlib.legend.Legend at 0x2181418ec48>




Running for function f01 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:07 Time:  0:00:07
Algorithm Random walks
Not found best solution
Best evaluation: 450.33642092533
100% (40 of 40) |########################| Elapsed Time: 0:04:44 Time:  0:04:44
Algorithm Gradient descent
Not found best solution
Best evaluation: 394.5051934788168
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 456.0671194183844
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 394.48289157018405
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 394.5863281471381
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 436.42052948888227
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random topology
Not found best solution
Best evaluation: 401.60544089488417
100% (40 of 40) |########################| Elapsed Time: 0:00:35 Time:  0:00:35
Algorithm Nearest topology
Not found best solution
Best evaluation: 395.7971691674712
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: 394.48000885210774
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2011
Not found best solution
Best evaluation: 394.51525212720304
100% (40 of 40) |########################| Elapsed Time: 0:07:23 Time:  0:07:23
Algorithm FST-PSO
Not found best solution
Best evaluation: 394.4800907736969
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f1 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x21811a57548>




Running for function f02 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random walks
Not found best solution
Best evaluation: 273797.1351714547
100% (40 of 40) |########################| Elapsed Time: 0:06:44 Time:  0:06:44
Algorithm Gradient descent
Not found best solution
Best evaluation: 519211.17719319614
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random velocities
Not found best solution
Best evaluation: 397579.3722129593
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Differential evolution
Not found best solution
Best evaluation: -88.29334033196147
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Follow best
Not found best solution
Best evaluation: 2198.7514893720404
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Ring topology
Not found best solution
Best evaluation: 342568.3370509389
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random topology
Not found best solution
Best evaluation: 62144.30380956601
100% (40 of 40) |########################| Elapsed Time: 0:00:38 Time:  0:00:38
Algorithm Nearest topology
Not found best solution
Best evaluation: 24196.448052080403
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2006
Not found best solution
Best evaluation: -92.06061471035635
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Standard 2011
Not found best solution
Best evaluation: 10620.677188209394
100% (40 of 40) |########################| Elapsed Time: 0:07:27 Time:  0:07:27
Algorithm FST-PSO
Not found best solution
Best evaluation: -83.53106757958176
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f2 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x21815b6f808>




Running for function f03 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Random walks
Not found best solution
Best evaluation: 440.6406114168358
100% (40 of 40) |########################| Elapsed Time: 0:07:33 Time:  0:07:33
Algorithm Gradient descent
Not found best solution
Best evaluation: 302.53059754277274
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Random velocities
Not found best solution
Best evaluation: 413.3716479334148
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Differential evolution
Not found best solution
Best evaluation: 113.20498094027585
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Follow best
Not found best solution
Best evaluation: 179.87297275092234
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Ring topology
Not found best solution
Best evaluation: 399.4764347037408
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Random topology
Not found best solution
Best evaluation: 249.24612983907966
100% (40 of 40) |########################| Elapsed Time: 0:00:39 Time:  0:00:39
Algorithm Nearest topology
Not found best solution
Best evaluation: 263.41307107149066
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Standard 2006
Not found best solution
Best evaluation: 88.87915864394573
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Standard 2011
Not found best solution
Best evaluation: 177.74254440121803
100% (40 of 40) |########################| Elapsed Time: 0:07:24 Time:  0:07:24
Algorithm FST-PSO
Not found best solution
Best evaluation: 96.70344206468765
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f3 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x21814557208>




Running for function f04 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random walks
Not found best solution
Best evaluation: 488.77198577644276
100% (40 of 40) |########################| Elapsed Time: 0:07:17 Time:  0:07:17
Algorithm Gradient descent
Not found best solution
Best evaluation: 492.67921772450825
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random velocities
Not found best solution
Best evaluation: 514.9778020864468
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Differential evolution
Not found best solution
Best evaluation: 110.8276386981571
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Follow best
Not found best solution
Best evaluation: 191.15632637193693
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Ring topology
Not found best solution
Best evaluation: 555.9792462391126
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Random topology
Not found best solution
Best evaluation: 445.05420859201627
100% (40 of 40) |########################| Elapsed Time: 0:00:38 Time:  0:00:38
Algorithm Nearest topology
Not found best solution
Best evaluation: 308.43378998896765
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Standard 2006
Not found best solution
Best evaluation: 101.50939054547955
100% (40 of 40) |########################| Elapsed Time: 0:00:14 Time:  0:00:14
Algorithm Standard 2011
Not found best solution
Best evaluation: 185.37211552864963
100% (40 of 40) |########################| Elapsed Time: 0:07:25 Time:  0:07:25
Algorithm FST-PSO
Not found best solution
Best evaluation: 119.59311092946459
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f4 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x218141a8488>




Running for function f05 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 809.1767670282283
100% (40 of 40) |########################| Elapsed Time: 0:05:07 Time:  0:05:07
Algorithm Gradient descent
Not found best solution
Best evaluation: 657.4145547423253
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 779.977496287733
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:35 Time:  0:00:35
Algorithm Nearest topology
Not found best solution
Best evaluation: 656.8909536768342
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2006
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2011
Not found best solution
Best evaluation: 659.7205732606818
100% (40 of 40) |########################| Elapsed Time: 0:07:42 Time:  0:07:42
Algorithm FST-PSO
Not found best solution
Best evaluation: 656.184852309749
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f5 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x218145a6dc8>




Running for function f06 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random walks
Not found best solution
Best evaluation: 31983.624953978062
100% (40 of 40) |########################| Elapsed Time: 0:05:28 Time:  0:05:28
Algorithm Gradient descent
Not found best solution
Best evaluation: 7784.793282035
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random velocities
Not found best solution
Best evaluation: 12989.701321541044
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: 51.7456580047199
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Follow best
Not found best solution
Best evaluation: 33.940514912608066
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Ring topology
Not found best solution
Best evaluation: 371.18509459163727
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random topology
Not found best solution
Best evaluation: 226.23065689335036
100% (40 of 40) |########################| Elapsed Time: 0:00:36 Time:  0:00:36
Algorithm Nearest topology
Not found best solution
Best evaluation: 80.36909355769103
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2006
Not found best solution
Best evaluation: 33.345747678536
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2011
Not found best solution
Best evaluation: 52.73216098794401
100% (40 of 40) |########################| Elapsed Time: 0:07:22 Time:  0:07:22
Algorithm FST-PSO
Not found best solution
Best evaluation: 31.412271362170745
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f6 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x21815909848>




Running for function f07 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random walks
Not found best solution
Best evaluation: 219.24557742732216
100% (40 of 40) |########################| Elapsed Time: 0:06:35 Time:  0:06:35
Algorithm Gradient descent
Not found best solution
Best evaluation: 534.8594593737981
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random velocities
Not found best solution
Best evaluation: 345.0209285665917
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Differential evolution
Not found best solution
Best evaluation: 46.412780899862256
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Follow best
Not found best solution
Best evaluation: 38.30398845964538
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Ring topology
Not found best solution
Best evaluation: 145.0297639758808
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random topology
Not found best solution
Best evaluation: 72.49795922105805
100% (40 of 40) |########################| Elapsed Time: 0:00:37 Time:  0:00:37
Algorithm Nearest topology
Not found best solution
Best evaluation: 54.122692551884455
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2006
Not found best solution
Best evaluation: 36.98130285716025
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Standard 2011
Not found best solution
Best evaluation: 38.256726744231266
100% (40 of 40) |########################| Elapsed Time: 0:07:22 Time:  0:07:22
Algorithm FST-PSO
Not found best solution
Best evaluation: 39.856867965795175
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f7 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x21815d434c8>




Running for function f08 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 38361.38237891326
100% (40 of 40) |########################| Elapsed Time: 0:05:00 Time:  0:05:00
Algorithm Gradient descent
Not found best solution
Best evaluation: 55044.512145655215
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 33819.64038844835
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: -919.5911378815413
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: -973.9191893068567
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 4373.135703654597
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 1348.6861005334072
100% (40 of 40) |########################| Elapsed Time: 0:00:35 Time:  0:00:35
Algorithm Nearest topology
Not found best solution
Best evaluation: -845.0398127801805
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: -986.8924101164793
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2011
Not found best solution
Best evaluation: -974.2568552953005
100% (40 of 40) |########################| Elapsed Time: 0:07:25 Time:  0:07:25
Algorithm FST-PSO
Not found best solution
Best evaluation: -999.9321047595706
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f8 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x21815a69cc8>




Running for function f09 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 21499.85066588658
100% (40 of 40) |########################| Elapsed Time: 0:04:56 Time:  0:04:56
Algorithm Gradient descent
Not found best solution
Best evaluation: 25662.49762001257
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 28992.161633252344
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Differential evolution
Not found best solution
Best evaluation: 68.19531438840372
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 76.35859345985656
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 1976.3839185922586
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 2506.859634316761
100% (40 of 40) |########################| Elapsed Time: 0:00:35 Time:  0:00:35
Algorithm Nearest topology
Not found best solution
Best evaluation: 223.1592166766042
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Standard 2006
Not found best solution
Best evaluation: 62.46020983928793
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2011
Not found best solution
Best evaluation: 79.13163992639363
100% (40 of 40) |########################| Elapsed Time: 0:07:24 Time:  0:07:24
Algorithm FST-PSO
Not found best solution
Best evaluation: 55.60868922660764
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f9 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x218144f28c8>




Running for function f10 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random walks
Not found best solution
Best evaluation: 358959.4706108454
100% (40 of 40) |########################| Elapsed Time: 0:07:00 Time:  0:07:00
Algorithm Gradient descent
Not found best solution
Best evaluation: 611177.4099813282
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random velocities
Not found best solution
Best evaluation: 462143.28438635595
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Differential evolution
Not found best solution
Best evaluation: 12983.887343419625
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Follow best
Not found best solution
Best evaluation: 2228.2694198974073
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Ring topology
Not found best solution
Best evaluation: 157220.14566589863
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Random topology
Not found best solution
Best evaluation: 26482.21248060778
100% (40 of 40) |########################| Elapsed Time: 0:00:38 Time:  0:00:38
Algorithm Nearest topology
Not found best solution
Best evaluation: 24641.959105131114
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2006
Not found best solution
Best evaluation: 4171.118865510524
100% (40 of 40) |########################| Elapsed Time: 0:00:14 Time:  0:00:14
Algorithm Standard 2011
Not found best solution
Best evaluation: 15308.531574484181
100% (40 of 40) |########################| Elapsed Time: 0:07:24 Time:  0:07:24
Algorithm FST-PSO
Not found best solution
Best evaluation: 1419.7949398164924
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f10 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x2181452dc08>




Running for function f11 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random walks
Not found best solution
Best evaluation: 60.2803817944871
100% (40 of 40) |########################| Elapsed Time: 0:06:33 Time:  0:06:33
Algorithm Gradient descent
Not found best solution
Best evaluation: 183.52476676136732
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random velocities
Not found best solution
Best evaluation: 56.97918952421196
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Differential evolution
Not found best solution
Best evaluation: 121.39041230766752
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Follow best
Not found best solution
Best evaluation: -0.6376952103735469
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Ring topology
Not found best solution
Best evaluation: 69.02718342421274
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random topology
Not found best solution
Best evaluation: 56.26460124742967
100% (40 of 40) |########################| Elapsed Time: 0:00:38 Time:  0:00:38
Algorithm Nearest topology
Not found best solution
Best evaluation: 61.25093964156373
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2006
Not found best solution
Best evaluation: 15.84457023844391
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Standard 2011
Not found best solution
Best evaluation: 25.740869331994485
100% (40 of 40) |########################| Elapsed Time: 0:07:14 Time:  0:07:14
Algorithm FST-PSO
Not found best solution
Best evaluation: 13.311020809774444
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f11 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x21815a703c8>




Running for function f12 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random walks
Not found best solution
Best evaluation: 64451751.285897635
100% (40 of 40) |########################| Elapsed Time: 0:06:03 Time:  0:06:03
Algorithm Gradient descent
Not found best solution
Best evaluation: 128991286.945767
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random velocities
Not found best solution
Best evaluation: 89758278.32903656
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Differential evolution
Not found best solution
Best evaluation: 1786.4531323982455
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Follow best
Not found best solution
Best evaluation: 88998.37230331893
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Ring topology
Not found best solution
Best evaluation: 47675958.08266354
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random topology
Not found best solution
Best evaluation: 12708837.869931702
100% (40 of 40) |########################| Elapsed Time: 0:00:37 Time:  0:00:37
Algorithm Nearest topology
Not found best solution
Best evaluation: 1030040.0128312545
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2006
Not found best solution
Best evaluation: -245.70259246241994
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2011
Not found best solution
Best evaluation: 29379.16839083888
100% (40 of 40) |########################| Elapsed Time: 0:07:25 Time:  0:07:25
Algorithm FST-PSO
Not found best solution
Best evaluation: -165.63157484688782
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f12 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x218145e7a88>




Running for function f13 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 1359.4085473610812
100% (40 of 40) |########################| Elapsed Time: 0:05:09 Time:  0:05:09
Algorithm Gradient descent
Not found best solution
Best evaluation: -41.26010585192158
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random velocities
Not found best solution
Best evaluation: 1461.5207459893406
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: -19.62728753559334
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Follow best
Not found best solution
Best evaluation: 1.3443710436464755
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Ring topology
Not found best solution
Best evaluation: 974.2041811802537
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 360.1790532436485
100% (40 of 40) |########################| Elapsed Time: 0:00:35 Time:  0:00:35
Algorithm Nearest topology
Not found best solution
Best evaluation: 164.22992909001198
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2006
Not found best solution
Best evaluation: -50.22898268087338
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2011
Not found best solution
Best evaluation: -3.0963925128157896
100% (40 of 40) |########################| Elapsed Time: 0:07:27 Time:  0:07:27
Algorithm FST-PSO
Not found best solution
Best evaluation: -49.54693624721333
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f13 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x21815b85b88>




Running for function f14 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random walks
Not found best solution
Best evaluation: -162.18314792376532
100% (40 of 40) |########################| Elapsed Time: 0:05:41 Time:  0:05:41
Algorithm Gradient descent
Not found best solution
Best evaluation: -177.66174117121645
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random velocities
Not found best solution
Best evaluation: -160.22656107380016
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Differential evolution
Not found best solution
Best evaluation: -179.50366673136404
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Follow best
Not found best solution
Best evaluation: -179.4845344452739
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Ring topology
Not found best solution
Best evaluation: -166.80295583632557
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random topology
Not found best solution
Best evaluation: -175.17386059885786
100% (40 of 40) |########################| Elapsed Time: 0:00:36 Time:  0:00:36
Algorithm Nearest topology
Not found best solution
Best evaluation: -179.00098461305393
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2006
Not found best solution
Best evaluation: -179.5374163206423
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2011
Not found best solution
Best evaluation: -179.469122872687
100% (40 of 40) |########################| Elapsed Time: 0:07:24 Time:  0:07:24
Algorithm FST-PSO
Not found best solution
Best evaluation: -179.5383516254591
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f14 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x21815fd8fc8>




Running for function f15 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Random walks
Not found best solution
Best evaluation: 432.6380217457139
100% (40 of 40) |########################| Elapsed Time: 0:07:44 Time:  0:07:44
Algorithm Gradient descent
Not found best solution
Best evaluation: 239.48015591818591
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Random velocities
Not found best solution
Best evaluation: 484.51839687407323
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Differential evolution
Not found best solution
Best evaluation: 128.74488728463683
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Follow best
Not found best solution
Best evaluation: 163.74755892999656
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Ring topology
Not found best solution
Best evaluation: 407.29233070127304
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Random topology
Not found best solution
Best evaluation: 252.5798787744734
100% (40 of 40) |########################| Elapsed Time: 0:00:39 Time:  0:00:39
Algorithm Nearest topology
Not found best solution
Best evaluation: 252.09097124082223
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Standard 2006
Not found best solution
Best evaluation: 98.5331942852736
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Standard 2011
Not found best solution
Best evaluation: 168.53459646505019
100% (40 of 40) |########################| Elapsed Time: 0:07:24 Time:  0:07:24
Algorithm FST-PSO
Not found best solution
Best evaluation: 116.02537252842416
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f15 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x218141fa6c8>




Running for function f16 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Random walks
Not found best solution
Best evaluation: -341.9340817821106
100% (40 of 40) |########################| Elapsed Time: 0:09:49 Time:  0:09:49
Algorithm Gradient descent
Not found best solution
Best evaluation: -342.1218076808521
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Random velocities
Not found best solution
Best evaluation: -340.4628251214791
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Differential evolution
Not found best solution
Best evaluation: -344.4586792430856
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Follow best
Not found best solution
Best evaluation: -353.12816210368214
100% (40 of 40) |########################| Elapsed Time: 0:00:16 Time:  0:00:16
Algorithm Ring topology
Not found best solution
Best evaluation: -342.9158593231595
100% (40 of 40) |########################| Elapsed Time: 0:00:16 Time:  0:00:16
Algorithm Random topology
Not found best solution
Best evaluation: -341.7874516793864
100% (40 of 40) |########################| Elapsed Time: 0:00:42 Time:  0:00:42
Algorithm Nearest topology
Not found best solution
Best evaluation: -345.98686519154506
100% (40 of 40) |########################| Elapsed Time: 0:00:16 Time:  0:00:16
Algorithm Standard 2006
Not found best solution
Best evaluation: -353.0897487392769
100% (40 of 40) |########################| Elapsed Time: 0:00:18 Time:  0:00:18
Algorithm Standard 2011
Not found best solution
Best evaluation: -344.6683392423871
100% (40 of 40) |########################| Elapsed Time: 0:07:24 Time:  0:07:24
Algorithm FST-PSO
Not found best solution
Best evaluation: -354.53774003268325
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f16 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x21815b29408>




Running for function f17 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Random walks
Not found best solution
Best evaluation: 25.85593731267977
100% (40 of 40) |########################| Elapsed Time: 0:07:54 Time:  0:07:54
Algorithm Gradient descent
Not found best solution
Best evaluation: 22.256087292890495
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Random velocities
Not found best solution
Best evaluation: 25.395078473538877
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Differential evolution
Not found best solution
Best evaluation: 19.507982068402637
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Follow best
Not found best solution
Best evaluation: 20.583663901837177
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Ring topology
Not found best solution
Best evaluation: 25.177308917325927
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Random topology
Not found best solution
Best evaluation: 21.92633729897514
100% (40 of 40) |########################| Elapsed Time: 0:00:39 Time:  0:00:39
Algorithm Nearest topology
Not found best solution
Best evaluation: 23.04852730577099
100% (40 of 40) |########################| Elapsed Time: 0:00:14 Time:  0:00:14
Algorithm Standard 2006
Not found best solution
Best evaluation: 18.82487220605981
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Standard 2011
Not found best solution
Best evaluation: 19.31030252721023
100% (40 of 40) |########################| Elapsed Time: 0:07:23 Time:  0:07:23
Algorithm FST-PSO
Not found best solution
Best evaluation: 19.87761462214788
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f17 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x218144f4d48>




Running for function f18 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Random walks
Not found best solution
Best evaluation: 42.40781497086747
100% (40 of 40) |########################| Elapsed Time: 0:07:51 Time:  0:07:51
Algorithm Gradient descent
Not found best solution
Best evaluation: 25.757617408716634
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Random velocities
Not found best solution
Best evaluation: 42.293333700787116
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Differential evolution
Not found best solution
Best evaluation: 22.481592748735018
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Follow best
Not found best solution
Best evaluation: 22.57337915617089
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Ring topology
Not found best solution
Best evaluation: 40.040904536836365
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Random topology
Not found best solution
Best evaluation: 29.459924540278593
100% (40 of 40) |########################| Elapsed Time: 0:00:39 Time:  0:00:39
Algorithm Nearest topology
Not found best solution
Best evaluation: 32.2270859187214
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Standard 2006
Not found best solution
Best evaluation: 19.006437872346016
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Standard 2011
Not found best solution
Best evaluation: 20.784029123216786
100% (40 of 40) |########################| Elapsed Time: 0:07:22 Time:  0:07:22
Algorithm FST-PSO
Not found best solution
Best evaluation: 21.61287839751288
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f18 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x2181470da08>




Running for function f19 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:08 Time:  0:00:08
Algorithm Random walks
Not found best solution
Best evaluation: 82.06683905778789
100% (40 of 40) |########################| Elapsed Time: 0:05:24 Time:  0:05:24
Algorithm Gradient descent
Not found best solution
Best evaluation: 86.70932646172517
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random velocities
Not found best solution
Best evaluation: 81.77887864348403
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: 75.7319715688627
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Follow best
Not found best solution
Best evaluation: 76.54017112835879
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Ring topology
Not found best solution
Best evaluation: 78.59266729270169
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random topology
Not found best solution
Best evaluation: 77.12211657474572
100% (40 of 40) |########################| Elapsed Time: 0:00:36 Time:  0:00:36
Algorithm Nearest topology
Not found best solution
Best evaluation: 77.22514983825982
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2006
Not found best solution
Best evaluation: 74.57635751761086
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2011
Not found best solution
Best evaluation: 76.05582774985096
100% (40 of 40) |########################| Elapsed Time: 0:07:13 Time:  0:07:13
Algorithm FST-PSO
Not found best solution
Best evaluation: 74.25095804096786
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f19 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x21815b29408>




Running for function f20 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random walks
Not found best solution
Best evaluation: 3307.4285796589356
100% (40 of 40) |########################| Elapsed Time: 0:06:57 Time:  0:06:57
Algorithm Gradient descent
Not found best solution
Best evaluation: 7859.4158602156385
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random velocities
Not found best solution
Best evaluation: 9905.915223318681
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Differential evolution
Not found best solution
Best evaluation: 1001.2583215588675
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Follow best
Not found best solution
Best evaluation: 1001.6325997012582
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Ring topology
Not found best solution
Best evaluation: 3226.7156007659105
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Random topology
Not found best solution
Best evaluation: 1533.8478243917698
100% (40 of 40) |########################| Elapsed Time: 0:00:38 Time:  0:00:38
Algorithm Nearest topology
Not found best solution
Best evaluation: 1002.5635136517174
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2006
Not found best solution
Best evaluation: 1001.1808549721776
100% (40 of 40) |########################| Elapsed Time: 0:00:14 Time:  0:00:14
Algorithm Standard 2011
Not found best solution
Best evaluation: 1002.1733089329261
100% (40 of 40) |########################| Elapsed Time: 0:07:23 Time:  0:07:23
Algorithm FST-PSO
Not found best solution
Best evaluation: 1000.9496270939595
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f20 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x218145413c8>




Running for function f21 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Random walks
Not found best solution
Best evaluation: 54.0774187169999
100% (40 of 40) |########################| Elapsed Time: 0:07:38 Time:  0:07:38
Algorithm Gradient descent
Not found best solution
Best evaluation: -1.108120855062379
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Random velocities
Not found best solution
Best evaluation: 59.32807915969755
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Differential evolution
Not found best solution
Best evaluation: 0.17372492611868773
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Follow best
Not found best solution
Best evaluation: -1.5944091611995086
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Ring topology
Not found best solution
Best evaluation: 30.907982461338953
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Random topology
Not found best solution
Best evaluation: 4.155259257913961
100% (40 of 40) |########################| Elapsed Time: 0:00:39 Time:  0:00:39
Algorithm Nearest topology
Not found best solution
Best evaluation: -0.7480742322147591
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Standard 2006
Not found best solution
Best evaluation: -1.5999935723584322
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Standard 2011
Not found best solution
Best evaluation: -1.5860902132904773
100% (40 of 40) |########################| Elapsed Time: 0:07:28 Time:  0:07:28
Algorithm FST-PSO
Found best solution
Best evaluation: -1.599999997256137
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f21 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x2181573bc08>




Running for function f22 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random walks
Not found best solution
Best evaluation: 1062.0751611849714
100% (40 of 40) |########################| Elapsed Time: 0:05:28 Time:  0:05:28
Algorithm Gradient descent
Not found best solution
Best evaluation: 1000.5473385800877
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random velocities
Not found best solution
Best evaluation: 1063.2827726934092
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: 1000.7287745776171
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Follow best
Not found best solution
Best evaluation: 1000.02973850844
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Ring topology
Not found best solution
Best evaluation: 1036.0052006323024
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random topology
Not found best solution
Best evaluation: 1007.9135415620385
100% (40 of 40) |########################| Elapsed Time: 0:00:36 Time:  0:00:36
Algorithm Nearest topology
Not found best solution
Best evaluation: 1002.2032399800574
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2006
Not found best solution
Best evaluation: 1001.95500245594
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2011
Not found best solution
Best evaluation: 1001.3779145619201
100% (40 of 40) |########################| Elapsed Time: 0:07:30 Time:  0:07:30
Algorithm FST-PSO
Not found best solution
Best evaluation: 1000.0007330793837
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f22 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x2181452fc08>




Running for function f23 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:34 Time:  0:00:34
Algorithm Random walks
Not found best solution
Best evaluation: 1.7112009467623022
100% (40 of 40) |########################| Elapsed Time: 0:22:40 Time:  0:22:40
Algorithm Gradient descent
Not found best solution
Best evaluation: 1.384841411156958
100% (40 of 40) |########################| Elapsed Time: 0:00:34 Time:  0:00:34
Algorithm Random velocities
Not found best solution
Best evaluation: 1.3626805504643924
100% (40 of 40) |########################| Elapsed Time: 0:00:34 Time:  0:00:34
Algorithm Differential evolution
Not found best solution
Best evaluation: 2.319807334898729
100% (40 of 40) |########################| Elapsed Time: 0:00:34 Time:  0:00:34
Algorithm Follow best
Not found best solution
Best evaluation: 1.6144591963545867
100% (40 of 40) |########################| Elapsed Time: 0:00:35 Time:  0:00:35
Algorithm Ring topology
Not found best solution
Best evaluation: 1.5704264250876006
100% (40 of 40) |########################| Elapsed Time: 0:00:35 Time:  0:00:35
Algorithm Random topology
Not found best solution
Best evaluation: 1.7343760120251084
100% (40 of 40) |########################| Elapsed Time: 0:01:01 Time:  0:01:01
Algorithm Nearest topology
Not found best solution
Best evaluation: 1.4966245078857285
100% (40 of 40) |########################| Elapsed Time: 0:00:35 Time:  0:00:35
Algorithm Standard 2006
Not found best solution
Best evaluation: 1.2899456896824744
100% (40 of 40) |########################| Elapsed Time: 0:00:37 Time:  0:00:37
Algorithm Standard 2011
Not found best solution
Best evaluation: 1.5615859973824844
100% (40 of 40) |########################| Elapsed Time: 0:07:38 Time:  0:07:38
Algorithm FST-PSO
Not found best solution
Best evaluation: 0.4862770542618201
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f23 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x2181470e648>




Running for function f24 20D
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random walks
Not found best solution
Best evaluation: 418.4473411146797
100% (40 of 40) |########################| Elapsed Time: 0:05:52 Time:  0:05:52
Algorithm Gradient descent
Not found best solution
Best evaluation: 442.11904890311945
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random velocities
Not found best solution
Best evaluation: 410.8198519828655
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Differential evolution
Not found best solution
Best evaluation: 226.9280109181081
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Follow best
Not found best solution
Best evaluation: 250.00743071272285
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Ring topology
Not found best solution
Best evaluation: 345.5383423661242
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random topology
Not found best solution
Best evaluation: 318.81267509639076
100% (40 of 40) |########################| Elapsed Time: 0:00:36 Time:  0:00:36
Algorithm Nearest topology
Not found best solution
Best evaluation: 310.3537218025824
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Standard 2006
Not found best solution
Best evaluation: 182.69237351398556
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2011
Not found best solution
Best evaluation: 223.92837325986073
100% (40 of 40) |########################| Elapsed Time: 0:07:16 Time:  0:07:16
Algorithm FST-PSO
Not found best solution
Best evaluation: 147.61561683570585
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f24 instance 2 in 20D')
Out[5]:
<matplotlib.legend.Legend at 0x21808f85b48>




Running for function f01 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random walks
Not found best solution
Best evaluation: 630.5020911648717
100% (40 of 40) |########################| Elapsed Time: 0:09:59 Time:  0:09:59
Algorithm Gradient descent
Not found best solution
Best evaluation: 394.5721266592232
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Random velocities
Not found best solution
Best evaluation: 663.0566261673367
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Differential evolution
Not found best solution
Best evaluation: 395.6712105749908
100% (40 of 40) |########################| Elapsed Time: 0:00:09 Time:  0:00:09
Algorithm Follow best
Not found best solution
Best evaluation: 395.5854156088581
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Ring topology
Not found best solution
Best evaluation: 561.3407955933303
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random topology
Not found best solution
Best evaluation: 428.14119773958015
100% (40 of 40) |########################| Elapsed Time: 0:00:42 Time:  0:00:42
Algorithm Nearest topology
Not found best solution
Best evaluation: 408.0943283874119
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Standard 2006
Not found best solution
Best evaluation: 394.48508479588037
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Standard 2011
Not found best solution
Best evaluation: 397.6844318898485
100% (40 of 40) |########################| Elapsed Time: 0:09:24 Time:  0:09:24
Algorithm FST-PSO
Not found best solution
Best evaluation: 394.4807517256102
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f1 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x218157996c8>




Running for function f02 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:14 Time:  0:00:14
Algorithm Random walks
Not found best solution
Best evaluation: 2261467.4597245976
100% (40 of 40) |########################| Elapsed Time: 0:18:38 Time:  0:18:38
Algorithm Gradient descent
Not found best solution
Best evaluation: 4574436.640326154
100% (40 of 40) |########################| Elapsed Time: 0:00:17 Time:  0:00:17
Algorithm Random velocities
Not found best solution
Best evaluation: 2857997.308117943
100% (40 of 40) |########################| Elapsed Time: 0:00:19 Time:  0:00:19
Algorithm Differential evolution
Not found best solution
Best evaluation: 2446.8351687301197
100% (40 of 40) |########################| Elapsed Time: 0:00:16 Time:  0:00:16
Algorithm Follow best
Not found best solution
Best evaluation: 28583.880813365442
100% (40 of 40) |########################| Elapsed Time: 0:00:17 Time:  0:00:17
Algorithm Ring topology
Not found best solution
Best evaluation: 1932100.7954862532
100% (40 of 40) |########################| Elapsed Time: 0:00:17 Time:  0:00:17
Algorithm Random topology
Not found best solution
Best evaluation: 435337.81897329557
100% (40 of 40) |########################| Elapsed Time: 0:00:51 Time:  0:00:51
Algorithm Nearest topology
Not found best solution
Best evaluation: 237846.615136395
100% (40 of 40) |########################| Elapsed Time: 0:00:17 Time:  0:00:17
Algorithm Standard 2006
Not found best solution
Best evaluation: -64.97290752071238
100% (40 of 40) |########################| Elapsed Time: 0:00:20 Time:  0:00:20
Algorithm Standard 2011
Not found best solution
Best evaluation: 238865.10471598708
100% (40 of 40) |########################| Elapsed Time: 0:10:08 Time:  0:10:08
Algorithm FST-PSO
Not found best solution
Best evaluation: 8.701356978320831
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f2 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x2181455a348>




Running for function f03 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:18 Time:  0:00:18
Algorithm Random walks
Not found best solution
Best evaluation: 1160.1047216566642
100% (40 of 40) |########################| Elapsed Time: 0:22:06 Time:  0:22:06
Algorithm Gradient descent
Not found best solution
Best evaluation: 726.6795246662991
100% (40 of 40) |########################| Elapsed Time: 0:00:18 Time:  0:00:18
Algorithm Random velocities
Not found best solution
Best evaluation: 1369.909911382498
100% (40 of 40) |########################| Elapsed Time: 0:00:18 Time:  0:00:18
Algorithm Differential evolution
Not found best solution
Best evaluation: 217.81789932425974
100% (40 of 40) |########################| Elapsed Time: 0:00:18 Time:  0:00:18
Algorithm Follow best
Not found best solution
Best evaluation: 403.5891125357126
100% (40 of 40) |########################| Elapsed Time: 0:00:19 Time:  0:00:19
Algorithm Ring topology
Not found best solution
Best evaluation: 1073.2168617798852
100% (40 of 40) |########################| Elapsed Time: 0:00:19 Time:  0:00:19
Algorithm Random topology
Not found best solution
Best evaluation: 519.6103413798259
100% (40 of 40) |########################| Elapsed Time: 0:00:53 Time:  0:00:53
Algorithm Nearest topology
Not found best solution
Best evaluation: 696.8898786326309
100% (40 of 40) |########################| Elapsed Time: 0:00:19 Time:  0:00:19
Algorithm Standard 2006
Not found best solution
Best evaluation: 141.05274390659028
100% (40 of 40) |########################| Elapsed Time: 0:00:22 Time:  0:00:22
Algorithm Standard 2011
Not found best solution
Best evaluation: 418.4761783622499
100% (40 of 40) |########################| Elapsed Time: 0:09:36 Time:  0:09:36
Algorithm FST-PSO
Not found best solution
Best evaluation: 239.6590518006949
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f3 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x21814206888>




Running for function f04 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:17 Time:  0:00:17
Algorithm Random walks
Not found best solution
Best evaluation: 1740.6363451256825
100% (40 of 40) |########################| Elapsed Time: 0:20:54 Time:  0:20:54
Algorithm Gradient descent
Not found best solution
Best evaluation: 1224.9919011856725
100% (40 of 40) |########################| Elapsed Time: 0:00:17 Time:  0:00:17
Algorithm Random velocities
Not found best solution
Best evaluation: 1974.9322622264056
100% (40 of 40) |########################| Elapsed Time: 0:00:17 Time:  0:00:17
Algorithm Differential evolution
Not found best solution
Best evaluation: 280.21528191556024
100% (40 of 40) |########################| Elapsed Time: 0:00:17 Time:  0:00:17
Algorithm Follow best
Not found best solution
Best evaluation: 439.66346187303895
100% (40 of 40) |########################| Elapsed Time: 0:00:18 Time:  0:00:18
Algorithm Ring topology
Not found best solution
Best evaluation: 1302.9303835956755
100% (40 of 40) |########################| Elapsed Time: 0:00:18 Time:  0:00:18
Algorithm Random topology
Not found best solution
Best evaluation: 1231.0908256186221
100% (40 of 40) |########################| Elapsed Time: 0:00:52 Time:  0:00:52
Algorithm Nearest topology
Not found best solution
Best evaluation: 924.9897086260818
100% (40 of 40) |########################| Elapsed Time: 0:00:18 Time:  0:00:18
Algorithm Standard 2006
Not found best solution
Best evaluation: 194.38951776883215
100% (40 of 40) |########################| Elapsed Time: 0:00:21 Time:  0:00:21
Algorithm Standard 2011
Not found best solution
Best evaluation: 551.2093920570151
100% (40 of 40) |########################| Elapsed Time: 0:09:30 Time:  0:09:30
Algorithm FST-PSO
Not found best solution
Best evaluation: 276.3474550435361
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f4 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x218141ee608>




Running for function f05 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random walks
Not found best solution
Best evaluation: 1122.917646806061
100% (40 of 40) |########################| Elapsed Time: 0:12:07 Time:  0:12:07
Algorithm Gradient descent
Not found best solution
Best evaluation: 677.6382627654145
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random velocities
Not found best solution
Best evaluation: 1132.7776960919275
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Differential evolution
Found best solution
Best evaluation: 655.99
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Follow best
Not found best solution
Best evaluation: 656.340784347896
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Ring topology
Not found best solution
Best evaluation: 685.6271367066057
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random topology
Not found best solution
Best evaluation: 659.4983076662141
100% (40 of 40) |########################| Elapsed Time: 0:00:44 Time:  0:00:44
Algorithm Nearest topology
Not found best solution
Best evaluation: 709.1577921464782
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2006
Not found best solution
Best evaluation: 655.9925365762456
100% (40 of 40) |########################| Elapsed Time: 0:00:14 Time:  0:00:14
Algorithm Standard 2011
Not found best solution
Best evaluation: 717.1679693106122
100% (40 of 40) |########################| Elapsed Time: 0:09:58 Time:  0:09:58
Algorithm FST-PSO
Not found best solution
Best evaluation: 685.687728302004
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f5 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x218145ab1c8>




Running for function f06 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Random walks
Not found best solution
Best evaluation: 337996.4621662523
100% (40 of 40) |########################| Elapsed Time: 0:13:52 Time:  0:13:52
Algorithm Gradient descent
Not found best solution
Best evaluation: 252649.45297656755
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Random velocities
Not found best solution
Best evaluation: 322347.47883617395
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Differential evolution
Not found best solution
Best evaluation: 247.7848216711848
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Follow best
Not found best solution
Best evaluation: 66.33396222938325
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Ring topology
Not found best solution
Best evaluation: 16475.002808840356
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Random topology
Not found best solution
Best evaluation: 623.4987364819086
100% (40 of 40) |########################| Elapsed Time: 0:00:45 Time:  0:00:45
Algorithm Nearest topology
Not found best solution
Best evaluation: 432.0358729688016
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Standard 2006
Not found best solution
Best evaluation: 73.30790904765757
100% (40 of 40) |########################| Elapsed Time: 0:00:16 Time:  0:00:16
Algorithm Standard 2011
Not found best solution
Best evaluation: 244.5300441184674
100% (40 of 40) |########################| Elapsed Time: 0:08:58 Time:  0:08:58
Algorithm FST-PSO
Not found best solution
Best evaluation: 43.89634801293133
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f6 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x21815a89348>




Running for function f07 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:18 Time:  0:00:18
Algorithm Random walks
Not found best solution
Best evaluation: 1136.7725980024277
100% (40 of 40) |########################| Elapsed Time: 0:23:02 Time:  0:23:02
Algorithm Gradient descent
Not found best solution
Best evaluation: 1448.8365503288794
100% (40 of 40) |########################| Elapsed Time: 0:00:19 Time:  0:00:19
Algorithm Random velocities
Not found best solution
Best evaluation: 1205.8143205727329
100% (40 of 40) |########################| Elapsed Time: 0:00:19 Time:  0:00:19
Algorithm Differential evolution
Not found best solution
Best evaluation: 103.8650065444626
100% (40 of 40) |########################| Elapsed Time: 0:00:19 Time:  0:00:19
Algorithm Follow best
Not found best solution
Best evaluation: 51.47487219340414
100% (40 of 40) |########################| Elapsed Time: 0:00:20 Time:  0:00:20
Algorithm Ring topology
Not found best solution
Best evaluation: 650.1671764533259
100% (40 of 40) |########################| Elapsed Time: 0:00:20 Time:  0:00:20
Algorithm Random topology
Not found best solution
Best evaluation: 177.92975282436197
100% (40 of 40) |########################| Elapsed Time: 0:00:54 Time:  0:00:54
Algorithm Nearest topology
Not found best solution
Best evaluation: 227.9631108495748
100% (40 of 40) |########################| Elapsed Time: 0:00:20 Time:  0:00:20
Algorithm Standard 2006
Not found best solution
Best evaluation: 48.11719028967858
100% (40 of 40) |########################| Elapsed Time: 0:00:23 Time:  0:00:23
Algorithm Standard 2011
Not found best solution
Best evaluation: 100.82491599678426
100% (40 of 40) |########################| Elapsed Time: 0:09:28 Time:  0:09:28
Algorithm FST-PSO
Not found best solution
Best evaluation: 62.037601561644735
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f7 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x21814513608>




Running for function f08 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random walks
Not found best solution
Best evaluation: 208902.98290766793
100% (40 of 40) |########################| Elapsed Time: 0:11:38 Time:  0:11:38
Algorithm Gradient descent
Not found best solution
Best evaluation: 176875.35224903416
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Random velocities
Not found best solution
Best evaluation: 252989.27333547623
100% (40 of 40) |########################| Elapsed Time: 0:00:10 Time:  0:00:10
Algorithm Differential evolution
Not found best solution
Best evaluation: 238.38300026286197
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Follow best
Not found best solution
Best evaluation: -857.9355037764991
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Ring topology
Not found best solution
Best evaluation: 74427.54013882221
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random topology
Not found best solution
Best evaluation: 29444.984962009115
100% (40 of 40) |########################| Elapsed Time: 0:00:45 Time:  0:00:45
Algorithm Nearest topology
Not found best solution
Best evaluation: 3718.975888959245
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2006
Not found best solution
Best evaluation: -956.5249041978752
100% (40 of 40) |########################| Elapsed Time: 0:00:14 Time:  0:00:14
Algorithm Standard 2011
Not found best solution
Best evaluation: -99.82288465106956
100% (40 of 40) |########################| Elapsed Time: 0:09:51 Time:  0:09:51
Algorithm FST-PSO
Not found best solution
Best evaluation: -981.4949116586599
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f8 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x218144f48c8>




Running for function f09 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random walks
Not found best solution
Best evaluation: 152927.56305562583
100% (40 of 40) |########################| Elapsed Time: 0:12:29 Time:  0:12:29
Algorithm Gradient descent
Not found best solution
Best evaluation: 137396.28850811606
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random velocities
Not found best solution
Best evaluation: 148218.96109073542
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Differential evolution
Not found best solution
Best evaluation: 321.65976200697474
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Follow best
Not found best solution
Best evaluation: 217.50203856110636
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Ring topology
Not found best solution
Best evaluation: 6842.896919511662
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Random topology
Not found best solution
Best evaluation: 11673.619521482533
100% (40 of 40) |########################| Elapsed Time: 0:00:46 Time:  0:00:46
Algorithm Nearest topology
Not found best solution
Best evaluation: 3060.1586176175065
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2006
Not found best solution
Best evaluation: 85.28146497294705
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Standard 2011
Not found best solution
Best evaluation: 1233.7858353286338
100% (40 of 40) |########################| Elapsed Time: 0:09:43 Time:  0:09:43
Algorithm FST-PSO
Not found best solution
Best evaluation: 78.6417906784269
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f9 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x218173a4888>




Running for function f10 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:17 Time:  0:00:17
Algorithm Random walks
Not found best solution
Best evaluation: 3434104.8497482873
100% (40 of 40) |########################| Elapsed Time: 0:20:58 Time:  0:20:58
Algorithm Gradient descent
Not found best solution
Best evaluation: 5432391.396972585
100% (40 of 40) |########################| Elapsed Time: 0:00:17 Time:  0:00:17
Algorithm Random velocities
Not found best solution
Best evaluation: 2856903.7330768364
100% (40 of 40) |########################| Elapsed Time: 0:00:17 Time:  0:00:17
Algorithm Differential evolution
Not found best solution
Best evaluation: 135234.61176975394
100% (40 of 40) |########################| Elapsed Time: 0:00:18 Time:  0:00:18
Algorithm Follow best
Not found best solution
Best evaluation: 25919.757668482085
100% (40 of 40) |########################| Elapsed Time: 0:00:19 Time:  0:00:19
Algorithm Ring topology
Not found best solution
Best evaluation: 833893.4503220737
100% (40 of 40) |########################| Elapsed Time: 0:00:19 Time:  0:00:19
Algorithm Random topology
Not found best solution
Best evaluation: 199206.240482384
100% (40 of 40) |########################| Elapsed Time: 0:00:52 Time:  0:00:52
Algorithm Nearest topology
Not found best solution
Best evaluation: 239536.7851377937
100% (40 of 40) |########################| Elapsed Time: 0:00:19 Time:  0:00:19
Algorithm Standard 2006
Not found best solution
Best evaluation: 43469.28314085305
100% (40 of 40) |########################| Elapsed Time: 0:00:21 Time:  0:00:21
Algorithm Standard 2011
Not found best solution
Best evaluation: 175733.65236365437
100% (40 of 40) |########################| Elapsed Time: 0:09:37 Time:  0:09:37
Algorithm FST-PSO
Not found best solution
Best evaluation: 7397.162276344603
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f10 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x21815d6a2c8>




Running for function f11 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:16 Time:  0:00:16
Algorithm Random walks
Not found best solution
Best evaluation: 235.58604888888118
100% (40 of 40) |########################| Elapsed Time: 0:18:58 Time:  0:18:58
Algorithm Gradient descent
Not found best solution
Best evaluation: 300.79193849013984
100% (40 of 40) |########################| Elapsed Time: 0:00:16 Time:  0:00:16
Algorithm Random velocities
Not found best solution
Best evaluation: 227.22759122522805
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Differential evolution
Not found best solution
Best evaluation: 302.93390542057114
100% (40 of 40) |########################| Elapsed Time: 0:00:16 Time:  0:00:16
Algorithm Follow best
Not found best solution
Best evaluation: 87.41231523529814
100% (40 of 40) |########################| Elapsed Time: 0:00:17 Time:  0:00:17
Algorithm Ring topology
Not found best solution
Best evaluation: 185.3973250809645
100% (40 of 40) |########################| Elapsed Time: 0:00:17 Time:  0:00:17
Algorithm Random topology
Not found best solution
Best evaluation: 247.28588267540306
100% (40 of 40) |########################| Elapsed Time: 0:00:54 Time:  0:00:54
Algorithm Nearest topology
Not found best solution
Best evaluation: 282.001311060215
100% (40 of 40) |########################| Elapsed Time: 0:00:19 Time:  0:00:19
Algorithm Standard 2006
Not found best solution
Best evaluation: 125.14192713759782
100% (40 of 40) |########################| Elapsed Time: 0:00:20 Time:  0:00:20
Algorithm Standard 2011
Not found best solution
Best evaluation: 163.7427333830644
100% (40 of 40) |########################| Elapsed Time: 0:09:17 Time:  0:09:17
Algorithm FST-PSO
Not found best solution
Best evaluation: 95.09209934649391
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f11 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x2181b25c488>




Running for function f12 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Random walks
Not found best solution
Best evaluation: 316867543.3945023
100% (40 of 40) |########################| Elapsed Time: 0:17:23 Time:  0:17:23
Algorithm Gradient descent
Not found best solution
Best evaluation: 348662428.38055176
100% (40 of 40) |########################| Elapsed Time: 0:00:14 Time:  0:00:14
Algorithm Random velocities
Not found best solution
Best evaluation: 292402568.3046548
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Differential evolution
Not found best solution
Best evaluation: 2423561.0158148776
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Follow best
Not found best solution
Best evaluation: 868889.5758975826
100% (40 of 40) |########################| Elapsed Time: 0:00:17 Time:  0:00:17
Algorithm Ring topology
Not found best solution
Best evaluation: 227716495.2309185
100% (40 of 40) |########################| Elapsed Time: 0:00:16 Time:  0:00:16
Algorithm Random topology
Not found best solution
Best evaluation: 54096181.751736775
100% (40 of 40) |########################| Elapsed Time: 0:00:52 Time:  0:00:52
Algorithm Nearest topology
Not found best solution
Best evaluation: 19859172.484852705
100% (40 of 40) |########################| Elapsed Time: 0:00:16 Time:  0:00:16
Algorithm Standard 2006
Not found best solution
Best evaluation: 12906.564899641122
100% (40 of 40) |########################| Elapsed Time: 0:00:19 Time:  0:00:19
Algorithm Standard 2011
Not found best solution
Best evaluation: 4830675.812128119
100% (40 of 40) |########################| Elapsed Time: 0:10:09 Time:  0:10:09
Algorithm FST-PSO
Not found best solution
Best evaluation: 320.1998285982855
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f12 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x21815e37908>




Running for function f13 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random walks
Not found best solution
Best evaluation: 2985.3711198605524
100% (40 of 40) |########################| Elapsed Time: 0:13:11 Time:  0:13:11
Algorithm Gradient descent
Not found best solution
Best evaluation: -41.88419182893591
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random velocities
Not found best solution
Best evaluation: 2912.107903704797
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Differential evolution
Not found best solution
Best evaluation: 244.9175151744154
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Follow best
Not found best solution
Best evaluation: 135.63598753124268
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Ring topology
Not found best solution
Best evaluation: 2311.1013995308053
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Random topology
Not found best solution
Best evaluation: 879.2189489451192
100% (40 of 40) |########################| Elapsed Time: 0:00:47 Time:  0:00:47
Algorithm Nearest topology
Not found best solution
Best evaluation: 712.5312032976652
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Standard 2006
Not found best solution
Best evaluation: -14.566125087431573
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Standard 2011
Not found best solution
Best evaluation: 375.12429989633364
100% (40 of 40) |########################| Elapsed Time: 0:10:04 Time:  0:10:04
Algorithm FST-PSO
Not found best solution
Best evaluation: -43.22301746729581
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f13 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x21819a3bc48>




Running for function f14 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Random walks
Not found best solution
Best evaluation: -140.24478242383708
100% (40 of 40) |########################| Elapsed Time: 0:14:44 Time:  0:14:44
Algorithm Gradient descent
Not found best solution
Best evaluation: -171.32693197386197
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Random velocities
Not found best solution
Best evaluation: -131.64776849183386
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Differential evolution
Not found best solution
Best evaluation: -178.22219918927155
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Follow best
Not found best solution
Best evaluation: -179.11634593086978
100% (40 of 40) |########################| Elapsed Time: 0:00:14 Time:  0:00:14
Algorithm Ring topology
Not found best solution
Best evaluation: -150.4397151928103
100% (40 of 40) |########################| Elapsed Time: 0:00:14 Time:  0:00:14
Algorithm Random topology
Not found best solution
Best evaluation: -168.53374450653803
100% (40 of 40) |########################| Elapsed Time: 0:00:46 Time:  0:00:46
Algorithm Nearest topology
Not found best solution
Best evaluation: -172.3512720897239
100% (40 of 40) |########################| Elapsed Time: 0:00:14 Time:  0:00:14
Algorithm Standard 2006
Not found best solution
Best evaluation: -179.50436572156732
100% (40 of 40) |########################| Elapsed Time: 0:00:16 Time:  0:00:16
Algorithm Standard 2011
Not found best solution
Best evaluation: -177.05983117828794
100% (40 of 40) |########################| Elapsed Time: 0:09:44 Time:  0:09:44
Algorithm FST-PSO
Not found best solution
Best evaluation: -179.5309822870747
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f14 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x21815d8a388>




Running for function f15 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:19 Time:  0:00:19
Algorithm Random walks
Not found best solution
Best evaluation: 1220.1097896523197
100% (40 of 40) |########################| Elapsed Time: 0:23:25 Time:  0:23:25
Algorithm Gradient descent
Not found best solution
Best evaluation: 585.7102247535013
100% (40 of 40) |########################| Elapsed Time: 0:00:19 Time:  0:00:19
Algorithm Random velocities
Not found best solution
Best evaluation: 1277.2283226254538
100% (40 of 40) |########################| Elapsed Time: 0:00:19 Time:  0:00:19
Algorithm Differential evolution
Not found best solution
Best evaluation: 384.79597649413415
100% (40 of 40) |########################| Elapsed Time: 0:00:19 Time:  0:00:19
Algorithm Follow best
Not found best solution
Best evaluation: 447.6297905167561
100% (40 of 40) |########################| Elapsed Time: 0:00:20 Time:  0:00:20
Algorithm Ring topology
Not found best solution
Best evaluation: 1094.9001115252174
100% (40 of 40) |########################| Elapsed Time: 0:00:20 Time:  0:00:20
Algorithm Random topology
Not found best solution
Best evaluation: 565.0915067658343
100% (40 of 40) |########################| Elapsed Time: 0:00:53 Time:  0:00:53
Algorithm Nearest topology
Not found best solution
Best evaluation: 746.0445278679625
100% (40 of 40) |########################| Elapsed Time: 0:00:20 Time:  0:00:20
Algorithm Standard 2006
Not found best solution
Best evaluation: 212.1660542742338
100% (40 of 40) |########################| Elapsed Time: 0:00:23 Time:  0:00:23
Algorithm Standard 2011
Not found best solution
Best evaluation: 434.54524834833137
100% (40 of 40) |########################| Elapsed Time: 0:09:13 Time:  0:09:13
Algorithm FST-PSO
Not found best solution
Best evaluation: 249.80281949506363
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f15 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x2181879ab88>




Running for function f16 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:25 Time:  0:00:25
Algorithm Random walks
Not found best solution
Best evaluation: -328.3529341848492
100% (40 of 40) |########################| Elapsed Time: 0:32:05 Time:  0:32:05
Algorithm Gradient descent
Not found best solution
Best evaluation: -327.8993253196122
100% (40 of 40) |########################| Elapsed Time: 0:00:25 Time:  0:00:25
Algorithm Random velocities
Not found best solution
Best evaluation: -328.95047791018015
100% (40 of 40) |########################| Elapsed Time: 0:00:24 Time:  0:00:24
Algorithm Differential evolution
Not found best solution
Best evaluation: -340.6118419236105
100% (40 of 40) |########################| Elapsed Time: 0:00:25 Time:  0:00:25
Algorithm Follow best
Not found best solution
Best evaluation: -345.8897312237418
100% (40 of 40) |########################| Elapsed Time: 0:00:26 Time:  0:00:26
Algorithm Ring topology
Not found best solution
Best evaluation: -332.6497907596114
100% (40 of 40) |########################| Elapsed Time: 0:00:26 Time:  0:00:26
Algorithm Random topology
Not found best solution
Best evaluation: -328.1326758607596
100% (40 of 40) |########################| Elapsed Time: 0:00:59 Time:  0:00:59
Algorithm Nearest topology
Not found best solution
Best evaluation: -337.2757180405266
100% (40 of 40) |########################| Elapsed Time: 0:00:26 Time:  0:00:26
Algorithm Standard 2006
Not found best solution
Best evaluation: -344.62987133181105
100% (40 of 40) |########################| Elapsed Time: 0:00:29 Time:  0:00:29
Algorithm Standard 2011
Not found best solution
Best evaluation: -331.48966817534665
100% (40 of 40) |########################| Elapsed Time: 0:09:07 Time:  0:09:07
Algorithm FST-PSO
Not found best solution
Best evaluation: -351.7873415272057
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f16 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x21815aabc88>




Running for function f17 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:20 Time:  0:00:20
Algorithm Random walks
Not found best solution
Best evaluation: 29.952570528272346
100% (40 of 40) |########################| Elapsed Time: 0:25:10 Time:  0:25:10
Algorithm Gradient descent
Not found best solution
Best evaluation: 27.45807496134698
100% (40 of 40) |########################| Elapsed Time: 0:00:20 Time:  0:00:20
Algorithm Random velocities
Not found best solution
Best evaluation: 29.502490845385665
100% (40 of 40) |########################| Elapsed Time: 0:00:20 Time:  0:00:20
Algorithm Differential evolution
Not found best solution
Best evaluation: 22.13726644542978
100% (40 of 40) |########################| Elapsed Time: 0:00:20 Time:  0:00:20
Algorithm Follow best
Not found best solution
Best evaluation: 24.265288916668915
100% (40 of 40) |########################| Elapsed Time: 0:00:21 Time:  0:00:21
Algorithm Ring topology
Not found best solution
Best evaluation: 28.291052762222407
100% (40 of 40) |########################| Elapsed Time: 0:00:21 Time:  0:00:21
Algorithm Random topology
Not found best solution
Best evaluation: 23.88190650386989
100% (40 of 40) |########################| Elapsed Time: 0:00:54 Time:  0:00:54
Algorithm Nearest topology
Not found best solution
Best evaluation: 26.071041620489673
100% (40 of 40) |########################| Elapsed Time: 0:00:21 Time:  0:00:21
Algorithm Standard 2006
Not found best solution
Best evaluation: 19.06281379523789
100% (40 of 40) |########################| Elapsed Time: 0:00:24 Time:  0:00:24
Algorithm Standard 2011
Not found best solution
Best evaluation: 20.760025241532112
100% (40 of 40) |########################| Elapsed Time: 0:09:11 Time:  0:09:11
Algorithm FST-PSO
Not found best solution
Best evaluation: 21.479833366738884
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f17 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x21814185d88>




Running for function f18 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:20 Time:  0:00:20
Algorithm Random walks
Not found best solution
Best evaluation: 68.52337702941995
100% (40 of 40) |########################| Elapsed Time: 0:25:01 Time:  0:25:01
Algorithm Gradient descent
Not found best solution
Best evaluation: 30.030334302743775
100% (40 of 40) |########################| Elapsed Time: 0:00:20 Time:  0:00:20
Algorithm Random velocities
Not found best solution
Best evaluation: 62.54845672130794
100% (40 of 40) |########################| Elapsed Time: 0:00:20 Time:  0:00:20
Algorithm Differential evolution
Not found best solution
Best evaluation: 29.755379269968905
100% (40 of 40) |########################| Elapsed Time: 0:00:20 Time:  0:00:20
Algorithm Follow best
Not found best solution
Best evaluation: 34.64781410802
100% (40 of 40) |########################| Elapsed Time: 0:00:21 Time:  0:00:21
Algorithm Ring topology
Not found best solution
Best evaluation: 58.67932231588759
100% (40 of 40) |########################| Elapsed Time: 0:00:21 Time:  0:00:21
Algorithm Random topology
Not found best solution
Best evaluation: 34.49139705674339
100% (40 of 40) |########################| Elapsed Time: 0:00:54 Time:  0:00:54
Algorithm Nearest topology
Not found best solution
Best evaluation: 44.67171501480637
100% (40 of 40) |########################| Elapsed Time: 0:00:21 Time:  0:00:21
Algorithm Standard 2006
Not found best solution
Best evaluation: 20.102127035270634
100% (40 of 40) |########################| Elapsed Time: 0:00:24 Time:  0:00:24
Algorithm Standard 2011
Not found best solution
Best evaluation: 27.198929581501496
100% (40 of 40) |########################| Elapsed Time: 0:09:06 Time:  0:09:06
Algorithm FST-PSO
Not found best solution
Best evaluation: 27.450495544331716
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f18 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x218160c9708>




Running for function f19 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Random walks
Not found best solution
Best evaluation: 89.70736023467416
100% (40 of 40) |########################| Elapsed Time: 0:13:55 Time:  0:13:55
Algorithm Gradient descent
Not found best solution
Best evaluation: 89.34830157255485
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Random velocities
Not found best solution
Best evaluation: 86.70552102363078
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Differential evolution
Not found best solution
Best evaluation: 78.79047856311686
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Follow best
Not found best solution
Best evaluation: 79.54904019537761
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Ring topology
Not found best solution
Best evaluation: 80.31353560506396
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Random topology
Not found best solution
Best evaluation: 80.24500705238484
100% (40 of 40) |########################| Elapsed Time: 0:00:45 Time:  0:00:45
Algorithm Nearest topology
Not found best solution
Best evaluation: 81.19305738887364
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Standard 2006
Not found best solution
Best evaluation: 77.00231906239043
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Standard 2011
Not found best solution
Best evaluation: 79.04594089922163
100% (40 of 40) |########################| Elapsed Time: 0:08:47 Time:  0:08:47
Algorithm FST-PSO
Not found best solution
Best evaluation: 76.56076085761497
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f19 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x21814630a08>




Running for function f20 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Random walks
Not found best solution
Best evaluation: 51219.89881973954
100% (40 of 40) |########################| Elapsed Time: 0:18:07 Time:  0:18:07
Algorithm Gradient descent
Not found best solution
Best evaluation: 71270.32237427979
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Random velocities
Not found best solution
Best evaluation: 81115.67507459843
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Differential evolution
Not found best solution
Best evaluation: 1002.1401541358169
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Follow best
Not found best solution
Best evaluation: 1002.6376620124354
100% (40 of 40) |########################| Elapsed Time: 0:00:16 Time:  0:00:16
Algorithm Ring topology
Not found best solution
Best evaluation: 20425.068379172266
100% (40 of 40) |########################| Elapsed Time: 0:00:16 Time:  0:00:16
Algorithm Random topology
Not found best solution
Best evaluation: 11117.610978570743
100% (40 of 40) |########################| Elapsed Time: 0:00:49 Time:  0:00:49
Algorithm Nearest topology
Not found best solution
Best evaluation: 1188.1795563593214
100% (40 of 40) |########################| Elapsed Time: 0:00:16 Time:  0:00:16
Algorithm Standard 2006
Not found best solution
Best evaluation: 1001.7661786117058
100% (40 of 40) |########################| Elapsed Time: 0:00:19 Time:  0:00:19
Algorithm Standard 2011
Not found best solution
Best evaluation: 1003.5798541624035
100% (40 of 40) |########################| Elapsed Time: 0:09:09 Time:  0:09:09
Algorithm FST-PSO
Not found best solution
Best evaluation: 1001.3702615112962
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f20 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x218144e4a88>




Running for function f21 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:16 Time:  0:00:16
Algorithm Random walks
Not found best solution
Best evaluation: 76.59217588618472
100% (40 of 40) |########################| Elapsed Time: 0:19:34 Time:  0:19:34
Algorithm Gradient descent
Not found best solution
Best evaluation: 21.023337613315544
100% (40 of 40) |########################| Elapsed Time: 0:00:16 Time:  0:00:16
Algorithm Random velocities
Not found best solution
Best evaluation: 78.69053826941638
100% (40 of 40) |########################| Elapsed Time: 0:00:16 Time:  0:00:16
Algorithm Differential evolution
Not found best solution
Best evaluation: 1.1640648870599724
100% (40 of 40) |########################| Elapsed Time: 0:00:17 Time:  0:00:17
Algorithm Follow best
Not found best solution
Best evaluation: -0.052444619707849416
100% (40 of 40) |########################| Elapsed Time: 0:00:17 Time:  0:00:17
Algorithm Ring topology
Not found best solution
Best evaluation: 68.44099960984312
100% (40 of 40) |########################| Elapsed Time: 0:00:17 Time:  0:00:17
Algorithm Random topology
Not found best solution
Best evaluation: 12.570250141011948
100% (40 of 40) |########################| Elapsed Time: 0:00:50 Time:  0:00:50
Algorithm Nearest topology
Not found best solution
Best evaluation: 7.156661837684746
100% (40 of 40) |########################| Elapsed Time: 0:00:18 Time:  0:00:18
Algorithm Standard 2006
Not found best solution
Best evaluation: -0.6593845132377801
100% (40 of 40) |########################| Elapsed Time: 0:00:20 Time:  0:00:20
Algorithm Standard 2011
Not found best solution
Best evaluation: 3.040580249405966
100% (40 of 40) |########################| Elapsed Time: 0:10:07 Time:  0:10:07
Algorithm FST-PSO
Not found best solution
Best evaluation: -0.6693469290010801
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f21 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x21815e4ad88>




Running for function f22 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random walks
Not found best solution
Best evaluation: 1081.4446083588587
100% (40 of 40) |########################| Elapsed Time: 0:13:20 Time:  0:13:20
Algorithm Gradient descent
Not found best solution
Best evaluation: 1008.8012287332712
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Random velocities
Not found best solution
Best evaluation: 1079.6690729251732
100% (40 of 40) |########################| Elapsed Time: 0:00:11 Time:  0:00:11
Algorithm Differential evolution
Not found best solution
Best evaluation: 1002.1965475470369
100% (40 of 40) |########################| Elapsed Time: 0:00:12 Time:  0:00:12
Algorithm Follow best
Not found best solution
Best evaluation: 1000.420220059278
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Ring topology
Not found best solution
Best evaluation: 1070.6277992298958
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Random topology
Not found best solution
Best evaluation: 1011.1197266180103
100% (40 of 40) |########################| Elapsed Time: 0:00:45 Time:  0:00:45
Algorithm Nearest topology
Not found best solution
Best evaluation: 1008.4130676227305
100% (40 of 40) |########################| Elapsed Time: 0:00:13 Time:  0:00:13
Algorithm Standard 2006
Not found best solution
Best evaluation: 1014.6689657651341
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Standard 2011
Not found best solution
Best evaluation: 1019.5530907702956
100% (40 of 40) |########################| Elapsed Time: 0:09:58 Time:  0:09:58
Algorithm FST-PSO
Not found best solution
Best evaluation: 1000.021015771814
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f22 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x21819083248>




Running for function f23 40D
100% (40 of 40) |########################| Elapsed Time: 0:01:03 Time:  0:01:03
Algorithm Random walks
Not found best solution
Best evaluation: 2.418992430017413
100% (40 of 40) |########################| Elapsed Time: 1:24:10 Time:  1:24:10
Algorithm Gradient descent
Not found best solution
Best evaluation: 2.6162984017722692
100% (40 of 40) |########################| Elapsed Time: 0:01:04 Time:  0:01:04
Algorithm Random velocities
Not found best solution
Best evaluation: 2.925725680487755
100% (40 of 40) |########################| Elapsed Time: 0:01:04 Time:  0:01:04
Algorithm Differential evolution
Not found best solution
Best evaluation: 3.1845202367110783
100% (40 of 40) |########################| Elapsed Time: 0:01:04 Time:  0:01:04
Algorithm Follow best
Not found best solution
Best evaluation: 3.1563127153996717
100% (40 of 40) |########################| Elapsed Time: 0:01:05 Time:  0:01:05
Algorithm Ring topology
Not found best solution
Best evaluation: 2.8380677985458296
100% (40 of 40) |########################| Elapsed Time: 0:01:05 Time:  0:01:05
Algorithm Random topology
Not found best solution
Best evaluation: 3.0328042402363997
100% (40 of 40) |########################| Elapsed Time: 0:01:38 Time:  0:01:38
Algorithm Nearest topology
Not found best solution
Best evaluation: 3.045706639308086
100% (40 of 40) |########################| Elapsed Time: 0:01:05 Time:  0:01:05
Algorithm Standard 2006
Not found best solution
Best evaluation: 2.2096885301553386
100% (40 of 40) |########################| Elapsed Time: 0:01:08 Time:  0:01:08
Algorithm Standard 2011
Not found best solution
Best evaluation: 2.7425262766878458
100% (40 of 40) |########################| Elapsed Time: 0:09:38 Time:  0:09:38
Algorithm FST-PSO
Not found best solution
Best evaluation: 0.9958090800098212
Out[5]:
<Figure size 1296x864 with 0 Axes>
Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f23 instance 2 in 40D')
Out[5]:
<matplotlib.legend.Legend at 0x218160b15c8>




Running for function f24 40D
100% (40 of 40) |########################| Elapsed Time: 0:00:14 Time:  0:00:14
Algorithm Random walks
Not found best solution
Best evaluation: 1000.6411522554644
100% (40 of 40) |########################| Elapsed Time: 0:16:30 Time:  0:16:30
Algorithm Gradient descent
Not found best solution
Best evaluation: 1213.839729342236
100% (40 of 40) |########################| Elapsed Time: 0:00:14 Time:  0:00:14
Algorithm Random velocities
Not found best solution
Best evaluation: 1084.9494452633505
100% (40 of 40) |########################| Elapsed Time: 0:00:14 Time:  0:00:14
Algorithm Differential evolution
Not found best solution
Best evaluation: 498.4682625736245
100% (40 of 40) |########################| Elapsed Time: 0:00:14 Time:  0:00:14
Algorithm Follow best
Not found best solution
Best evaluation: 553.8290927409415
100% (40 of 40) |########################| Elapsed Time: 0:00:15 Time:  0:00:15
Algorithm Ring topology
Not found best solution
Best evaluation: 748.6205526383019
100% (40 of 40) |########################| Elapsed Time: 0:00:18 Time:  0:00:18
Algorithm Random topology
Not found best solution
Best evaluation: 683.5904224985422
100% (40 of 40) |########################| Elapsed Time: 0:00:50 Time:  0:00:50
Algorithm Nearest topology
Not found best solution
Best evaluation: 762.0542139982739
100% (40 of 40) |########################| Elapsed Time: 0:00:16 Time:  0:00:16
Algorithm Standard 2006
Not found best solution
Best evaluation: 331.12654501190315
100% (40 of 40) |########################| Elapsed Time: 0:00:19 Time:  0:00:19
Algorithm Standard 2011
Not found best solution
Best evaluation: 498.4291376269947
100% (40 of 40) |########################| Elapsed Time: 0:08:54 Time:  0:08:54
Algorithm FST-PSO
Not found best solution
Best evaluation: 255.8173365002848
Out[5]:
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Out[5]:
Text(0.5, 1.0, 'BBOB suite problem f24 instance 2 in 40D')
Out[5]:
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